Three Centuries of Discovery
807 events ImmersiveEquations- c. 420 BC
Hippiasdraws the quadratrix — a curve traced by a rotating radius and a falling line meeting in step — first built to trisect an angle; a century later Dinostratus turns the same curve on the circle and squares it, the door this wall keeps in its pocket
- c. 350 BC
Aristotlein the Parva Naturalia: after gazing at a flowing river, things standing still appear to move — the oldest known report of the motion aftereffect
- c. 300 BC
Euclidproves there are infinitely many primes — Elements IX.20, the oldest proof still taught unchanged
- c. 300 BC
Euclidthe greatest-common-divisor algorithm — Elements VII.2, subtract the smaller from the larger and repeat; run against 1 it writes any number’s continued fraction, the oldest algorithm still in daily use
- c. 240 BC
Eratosthenesthe sieve — strike out the multiples of each prime in turn and the survivors are the primes; the algorithm this instrument still runs
- c. 150
Ptolemythe Almagest: each planet on an epicycle riding an eccentric deferent, uniform about the equant — a model that predicted the planets for fourteen centuries
- c. 235
Ma Junbuilds a south-pointing chariot at the court of Wei — gearing between the two wheels keeps a figure’s outstretched arm on one bearing however the cart turns; earlier ones are legend
- c. 480
Zu Chongzhifinds 密率 355/113 — π to seven digits from a three-digit denominator, the luckiest fraction in the catalogue, unbeaten for nine hundred years
- 725
BedeThe Reckoning of Time: the sea rises and falls twice a day in step with the Moon, later each day as the Moon is later, and at different hours on different coasts
- 984
Ibn SahlOn Burning Mirrors and Lenses states the refraction ratio geometrically — the law later called Snell’s, six centuries early
- 1027
Yan Subuilds a south-pointing chariot for the Song court; the dynastic history records its gear train
- c. 1150
Bhāskara IIdescribes the overbalanced wheel in the Siddhānta Śiromani — mercury-filled arms meant to keep the heavy side falling forever; the first written perpetual-motion machine, and the design every century since has rebuilt
- c. 1235
Villard de Honnecourtsketches a wheel of seven hinged mallets in his portfolio, sure the odd number keeps it out of balance forever — the medieval West’s canonical self-turning wheel
- c. 1500
Leonardonotes that the branches of a tree, taken together, are as thick as the trunk below them — the area-preserving rule of branching
- 1543
CopernicusDe revolutionibus: the Sun at the centre, the retrograde loops explained as the Earth overtaking — still on circles, and still with epicycles
- 1586
Stevinproves the inclined-plane law by picture: a chain of balls draped over an asymmetric prism must hang still, for if it slid it would circulate forever — an impossibility argument so clean he put the wreath and “the miracle is that there is no miracle” on his title page
- 1580s–1600
Tycho Brahetwo decades of naked-eye positions of Mars, good to about two minutes of arc — the data Kepler would not let a circle miss
- 1602
Galileotimes swinging lamps against his own pulse and declares the pendulum isochronous — the swing takes the same time whatever its width. The observation that would define the second, and (for wide swings) a lie
- 1609
KeplerAstronomia nova: from Tycho’s Mars, the orbit is an ellipse with the Sun at a focus, swept in equal areas in equal times — after a circle that missed by eight minutes of arc
- 1621
Snellrediscovers the sine law of refraction n₁ sin θ₁ = n₂ sin θ₂ (published by Descartes 1637); the empirical bend the principle of least time must explain
- 1632
Galileothe Dialogue’s fourth day: the Earth’s spin and orbit add by night and subtract by day, so the seas slosh — offered as the proof that the Earth moves, with the Moon’s influence set aside as occult
- 1638
Galileoin the Two New Sciences likens the curve of a hanging chain to a parabola — close for a shallow sag, but not the curve itself
- 1638
GalileoTwo New Sciences: a bone three times longer must be made disproportionately thicker to be as strong — weight grows as the cube of size, strength as the square, so nature cannot build giants of ordinary bone
- 1656
Huygenshangs Galileo’s pendulum inside a clock — timekeeping error collapses from a quarter-hour a day to seconds, and for the next 271 years the pendulum is how civilisation knows what time it is
- 1659
Huygensproves the cycloid is the tautochrone — a bead released anywhere on it reaches the bottom in the same time — and hangs a pendulum from cycloidal cheeks to keep true time
- 1662
Fermatderives Snell’s law from a deeper premise — light takes the path of least time — the first physical law stated as a minimum principle
- 1665
Huygenstwo pendulum clocks on one beam fall into step — synchrony, first noticed
- 1660 · 1668
Mariottethe blind spot: an object imaged where the optic nerve leaves the eye vanishes — found in 1660, reported in 1668 — the eye has a hole no one sees
- 1669
Newton · Raphsonroot-finding by sliding down the tangent — De analysi’s iteration, simplified by Raphson in 1690 into the z − f/f′ update still running inside every solver
- 1669
Huygenssettles the laws of elastic collision for the Royal Society (beside Wallis and Wren) — momentum and live force both conserved, the update every clack still obeys
- 1673
Boyleheats tin and lead in sealed glass, opens it, and weighs the calx heavier than the metal — crediting particles of fire that passed through the glass
- 1675
Hookepublishes a Latin anagram, decoded only after his death: “as hangs the flexible line, so but inverted will stand the rigid arch” — the hanging chain is the shape of the arch
- 1687
Newtonuniversal gravitation — and the two-body ellipse, solved exactly
- 1687
NewtonPrincipia, Book II: the resistance of a body moving fast through a fluid grows with the fluid’s density, the body’s cross-section and the square of its speed — the drag behind every terminal velocity
- 1690
HuygensTraité de la Lumière: each wavefront point is a source of secondary wavelets — refraction as the geometry of slower wavefronts, the wave companion to Fermat’s ray
- 1691
Johann Bernoulli, Leibniz & Huygensanswer Jakob Bernoulli’s challenge in the same year with the true curve of the hanging chain, the catenary y = a cosh(x/a)
- 1696
Joh. Bernoulliposes the brachistochrone as a public challenge and solves it by an optical analogy; Newton, Leibniz, l’Hôpital and Jakob Bernoulli answer — the curve of fastest descent is a cycloid
- c. 1700
Stahlphlogiston: every combustible holds it, and burning, calcining and breathing release it into the air until the air can take no more — one principle for fire, rust and breath
- 1718
Jurinshows before the Royal Society that the height water climbs in a narrow glass tube is inversely proportional to the tube’s bore
- 1724
Fahrenheitsealed bulbs of water left out on a winter night stay liquid below the freezing point, and freeze at once when shaken — supercooling observed, and left unexplained for a century and a half
- 1726
SwiftGulliver’s Travels sends Lemuel Gulliver to Lilliput, where people are twelve times smaller, and Brobdingnag, where they are twelve times larger — scaled perfectly, and not one giant breaks a leg
- 1733
de Moivrethe first normal curve, as the limit of many coin flips
- 1736
Eulersettles the seven bridges of Königsberg by refusing to enumerate routes — a walk crossing every bridge once needs zero or two land masses of odd degree, and the city has four; the paper that founds graph theory by weighing the shores instead
- 1737
Eulerwrites ζ(s) as a product over primes, and from Σ 1/p diverging gives a new proof they never run out
- 1738
D. Bernoulliresolves the St. Petersburg paradox by proposing that people maximise expected utility, not expected money, with utility growing like the logarithm of wealth — the seed of growth-optimal betting
- 1744
Maupertuisproposes the principle of least action — nature is thrifty with a quantity ∫ p dq — generalising Fermat’s least time from light to matter
- 1744
EulerMethodus inveniendi founds the calculus of variations and gives the equation an extremal curve must satisfy — the tool that turns “least time/action” into a solvable equation
- 1744
Eulerfinds, in his calculus of variations, the surface of revolution of least area between two circles: the catenoid, a catenary spun about its axis — the first minimal surface
- 1744
Eulerfinds the load at which a slender column buckles, P = π²EI/(KL)² — the first instability of elasticity
- 1747
d'Alembertsolves the vibrating-string wave equation
- 1748
Polenijudges the cracked dome of St Peter’s with a chain loaded in proportion to slices of the dome: its inverted line falls inside the masonry, so the dome can stand — Hooke’s idea put to work
- 1750
Eulercounts vertices, edges and faces of solids in a letter to Goldbach — V − E + F = 2, the number a surface conserves no matter how a drawing on it struggles
- 1760
Bernoullithe first mathematical epidemic model — weighing smallpox inoculation against the disease
- 1760
LambertPhotometria: a matte surface sends light in proportion to the cosine of the angle at which the light strikes it — the law that makes shading a clue to shape
- 1763
Bayesbelief updates as posterior ∝ likelihood × prior — the rule the filter runs
- 1765
Eulerthe equations of torque-free rotation — Theoria motus corporum solidorum, the principal axes and their moments
- 1766 · 1772
Titius · Bodethe planets’ distances run 4, 7, 10, 16, (28), 52, 100 in tenths of the Earth’s — Titius in a footnote to his translation of Bonnet, made famous by Bode
- 1770
Bordaproposes the rank-scoring count to the Académie — award points by position, not just first place — arguing plurality can crown a candidate a majority would reject in every head-to-head
- 1772
Lagrangethe equilateral three-body solution and the L-points
- 1772
Priestleythe nitrous-air test: mix an air with nitrous air over water and its shrinkage reads the air’s “goodness” — how much more phlogiston it can still take
- 1772
Guyton de Morveauconfirms that every metal gains weight as it calcines, and argues phlogiston must be lighter than nothing — losing it, the metal grows heavier
- 1774
Lavoisiercalcines tin in a sealed retort and weighs it before opening: unchanged while sealed; air rushes in when the neck is broken; the calx has gained what the air inside lost
- 1775
the Académiethe Paris Académie des sciences resolves to examine no further claims of perpetual motion — the first time an institution treated a wall as a wall, decades before the energy principle that would explain why
- 1778
Eulerstudies curves of constant width — his “orbiforms”, round in every caliper but not circles — in a paper on triangular curves
- 1781
Herschelfinds Uranus, at 19.2 times the Earth’s distance — near the ladder’s next rung, 19.6: the law’s first confirmation
- 1783
Lavoisierthe Réflexions sur le phlogistique: burning, calcining and breathing are combination with the respirable part of the air — oxygen — and phlogiston is not needed
- 1784
Wattpatents the parallel motion — two rockers and a link that guide a piston rod from a rocking beam in a line straight enough for the double-acting engine, though never exactly straight; he is said to have been prouder of it than of anything else he made
- 1785
Condorcetfinds the voting paradox in the Essai: consistent individuals can produce a cyclic majority, α over β over γ over α, with no rightful winner — the first proof that collective preference need not be rational
- 1785
Condorcetthe jury theorem, in the same Essai as the voting paradox: if each voter is right more often than wrong, independently, the chance that the majority is right climbs toward certainty as the jury grows
- 1786
Rittenhouseexplains an “optical deception”: hollows seen through an inverting eyepiece look raised, and raised figures hollow — read as the eye placing the light on the wrong side
- 1787
Chladnibows a sand-strewn metal plate and the grains leap off the moving regions to settle on the still nodal lines — the first images of a vibration’s modes
- 1788
LagrangeMécanique analytique recasts all of mechanics from L = T − V and δ∫L dt = 0 — no forces, no diagrams, one variational principle and the Euler–Lagrange equations
- 1788
Wattfits the centrifugal flyball governor, already used on windmills, to the rotative steam engine — the balls fly out as the speed rises and close the throttle
- 1796
Gauss & Legendreconjecture the prime count grows like x / ln x — Gauss noticed it at fifteen, Legendre put it in print
- 1799
Cayleyengraves a fixed-wing flying machine on a silver disc, with lift, drag and thrust drawn as separate forces — the idea of the aeroplane
- 1801
Youngthe original two-slit experiment — light interferes, so light is a wave
- 1801
Piazzifinds Ceres on 1 January 1801, at 2.77 AU — on the empty rung between Mars and Jupiter the ladder had pointed at
- 1805
Young“An essay on the cohesion of fluids”: surface tension, the pressure jump across a curved surface and the contact angle — argued entirely in words
- 1806
Laplaceputs capillary action into mathematics: the pressure across a curved interface is γ(1/R₁ + 1/R₂) — the equation every drop and bubble obeys
- 1809
Gaussleast squares to track Ceres from a few noisy sightings — estimation is born
- 1809
LamarckPhilosophie zoologique: use strengthens an organ and disuse weakens it, and what is so acquired passes to the young — adaptation by use
- 1810
Laplacethe Central Limit Theorem in its general form
- 1812
Gausswrites Laplace that he knows the invariant measure of the continued-fraction map — the statistics every number’s digits obey, stated a century before ergodic theory existed to prove it
- 1813
Ponceletthe closure theorem, drafted as a prisoner of war at Saratov — if one orbit riding a caustic closes after n bounces, every orbit on that caustic closes in n
- 1814
Fraunhofermaps hundreds of dark lines crossing the Sun’s spectrum
- 1815
Cauchyfounds the calculus of permutations: every shuffle is even or odd and no sequence of swaps can change which — the coin the fifteen puzzle will be flipping seventy years later
- 1818
Fresnellight as a wave in a luminiferous aether at rest — and, in a letter to Arago, the partial drag that let the aether pass every first-order test
- 1820
Purkinjedescribes the world drifting the other way after a long look at sustained motion — an early modern account of the aftereffect
- 1822
Fourierclaims any periodic signal is a sum of sines (Théorie analytique de la chaleur)
- 1822
Navierwrites the momentum equation — viscosity and all
- 1824
Abelproves no formula in radicals solves the general quintic — publishing at his own expense, six dense pages, after Ruffini’s 1799 attempt (Cauchy praised, few others read) had left a gap; the Abel–Ruffini theorem
- 1824
CarnotRéflexions sur la puissance motrice du feu: the motive power of heat depends only on the temperatures between which the caloric falls, and the reversible engine is the best possible
- 1826
Brewstercameos turn into intaglios, and intaglios into cameos, when the light that shades them seems to come from the other side
- 1827
Gaussshows in his study of curved surfaces that curvature is intrinsic — measurable from inside the surface by lengths and angles alone (the Theorema Egregium); a geodesic triangle’s angles exceed π by the curvature it encloses
- 1828
Greena largely self-taught Nottingham miller prints, by subscription, the Essay in which an integral over a region is traded for one around its boundary — the theorem that now carries his name
- 1831
Faradaydiscovers induction and thinks in lines of force — the first picture of a field filling space, not action at a distance
- 1831
Goldschmidtshows that past a critical separation no catenoid spans the two circles; the least area is then two discs joined by nothing — the film snaps
- 1832
Galoiswrites out, the night before the duel that kills him at twenty, the theory linking a polynomial’s solvability by radicals to whether its symmetry group has a derived series that reaches the identity — explaining exactly why Abel was right
- 1833
Gausswrites down the linking integral — a number, computed from two curves, that counts how many times they wind through one another; topology’s first invariant, and the count that makes any two Hopf fibres inseparable
- 1834
Scott Russellobserves a solitary wave of translation on the Union Canal near Edinburgh — a heap of water that travels a mile without changing shape
- 1834
W. R. Hamiltonstates the principle of stationary action δS = 0 in its modern form, unifying optics and mechanics under one geometry of extremal paths
- 1834
Poinsotthe geometric picture — the inertia ellipsoid rolling on a fixed plane, tracing the polhode and herpolhode
- 1834
Addamsat the Falls of Foyers, after watching the falling water, the rocks beside it seem to rise — the “waterfall illusion”
- 1834
E. H. WeberDe Tactu: the just-noticeable difference between two weights grows in proportion to the weights themselves — a constant ratio, Weber’s law
- 1834
Clapeyronputs Carnot’s cycle on a pressure–volume diagram — the indicator diagram whose enclosed area is the work
- 1837
Wantzelproves that every compass-and-straightedge construction solves at worst a quadratic over what is already drawn, so every constructible number has degree a power of two over ℚ — closing doubling the cube and trisecting the angle, and building the tower this wall’s square must climb
- 1838
Liouvillethe volume of any region of phase space is carried unchanged by the mechanical flow — a blob of states may stretch and fold without limit, but it can never shrink
- 1843 · 1850
Jouleheat is made from work at a fixed rate: a first figure in 1843, then the paddle wheel, published in 1850 — 772 foot-pounds to warm a pound of water one degree Fahrenheit
- 1845
Stokesputs it on rigorous footing: the modern Navier–Stokes form
- 1846
Le Verrier & GalleNeptune predicted from the pull it exerts on Uranus and found by Galle within a degree of the predicted place — at 30.1 AU, far inside its rung
- 1847
Cauchymethod of steepest descent — follow the negative gradient downhill, the optimiser still in use
- 1847
Helmholtzputs conservation of energy on a firm mathematical footing in Über die Erhaltung der Kraft, arguing that a machine yielding work from nothing is impossible in principle — closing the books the perpetual-motion tradition had kept open for seven centuries
- 1848
Wilbrahamfirst spots the overshoot at a jump — then it is forgotten for fifty years
- 1848
Villarceaushows a torus sliced on the right diagonal cuts in perfect circles — the two hidden circles through every point of a ring that the Hopf fibres turn out to trace
- 1848
Bonnetextends Gauss’s result to regions bounded by any curve, adding the boundary’s geodesic curvature — the Gauss–Bonnet theorem, which makes a closed loop’s turning a measure of the curvature inside it
- 1848
Kelvinan absolute temperature scale founded on Carnot’s caloric theory — a unit of heat falling one degree gives the same work at every temperature
- 1850
Dirichletstudying quadratic forms, partitions the plane into regions of nearest lattice point — the first “Dirichlet tessellation”, the idea later named after Voronoi
- 1850
Clausiusreconciles Carnot with Joule: heat and work convert, heat does not of itself pass from cold to hot — and Carnot’s result survives without caloric
- 1851
Stokessolves slow viscous flow past a sphere: drag 6πμav, linear in speed — viscosity, not inertia, is what holds a fog droplet in the air
- 1852
Schläfliclassifies the regular polytopes in every dimension — exactly six in 4-D, only three in each dimension above — decades before anyone could draw one
- 1853
Chebyshevasks how straight Watt’s linkage can be made in “Théorie des mécanismes connus sous le nom de parallélogrammes” and, answering, founds best uniform approximation: the best fit is the one whose error swings evenly between its extremes
- 1854
Amslerinvents the polar planimeter — a pole, two hinged arms and a wheel that can roll only sideways — and builds it in Schaffhausen; trace a boundary and the wheel reads the area
- 1854
Kohlrauschthe charge of a Leyden jar and the twist of a loaded silk thread relax not as an exponential but as e^(−(t/τ)^β), β < 1 — the stretched exponential, measured long before any theory of it
- 1855
Drobisch“Über musikalische Tonbestimmung und Temperatur”: pitch drawn as a helix — one turn per octave, so tones an octave apart sit one above the other
- 1858
Hermitesolves the general quintic in closed form by admitting one tool beyond radicals — elliptic modular functions — showing the wall was radicals’ own, not the equation’s
- 1858
Helmholtzthe laws of vortex motion: in an ideal fluid a vortex keeps its strength and moves with the fluid — so a vortex ring is permanent, and a knotted one cannot untie
- 1859
DarwinOn the Origin of Species: heritable variation plus differential survival is enough to build endless complexity with no designer — the algorithm before anyone called it one
- 1859
Riemannextends ζ to the complex plane and ties π(x) exactly to its zeros — the explicit formula, and the Hypothesis still open
- 1859
Kirchhoff & Bunsenshow each element has its own lines, and that the Sun’s dark lines are its own elements absorbing
- 1860
Barbierproves that every curve of constant width w has perimeter π·w — arriving at it through Buffon’s needle problem
- 1860
FechnerElemente der Psychophysik: sensation measured by counting just-noticeable differences — sensation grows with the logarithm of the stimulus, and psychophysics begins
- 1863
HelmholtzDie Lehre von den Tonempfindungen: a musical tone heard as the sum of its partials — timbre, consonance and pitch built from the spectrum
- 1864
Peaucelliera French army engineer announces that a linkage can draw an exactly straight line from pure rotation — the inversor cell, whose two tracing points are inverse in a circle; his full account follows years later
- 1865
Clausiusnames entropy and states the second law of thermodynamics
- 1865
Maxwellunifies electricity, magnetism and light into one set of field equations — and predicts electromagnetic waves at speed c
- 1865
Macha bright band and a dark band at the knees of a luminance ramp that the light itself does not contain — read as the retina’s units inhibiting their neighbours
- 1866
Mendelcrosses of garden peas: traits pass as discrete factors that segregate and recombine unchanged — heredity as particles, not blends
- 1867
Maxwellproposes a tiny "demon" that sorts fast from slow molecules — apparently defeating the second law without doing work
- 1867
Kelvinproposes atoms are knotted vortex rings in the ether — wrong physics, but it launches the mathematical study of knots
- 1867
Helmholtzthe Handbook of Physiological Optics, completed: perception as unconscious inference — the eye’s data are read, without awareness, as the most likely state of the world that could have produced them
- 1868
Maxwell“On Governors” linearises the machine about its working speed and shows that its stability rests on the roots of a characteristic equation — the first mathematical analysis of feedback
- 1870
Hermanngrey ghosts at the crossings of white streets between dark squares — seen at every crossing except the one you look at
- 1871
Lipkina young student in St Petersburg finds the same exact straight-line cell independently; it has carried both names ever since
- 1871
Jevons“The power of numerical discrimination”: beans thrown into a box and judged at a glance — never wrong for three or four, errors growing beyond
- 1872
Boltzmannthe H-theorem and S = k ln Ω — irreversibility from counting
- 1872
Kelvinthe tide-predicting machine: a port’s tide summed from its harmonic constituents, each a pulley turning at an astronomical speed — the method that draws a harbor’s curve
- 1873
Hierholzerproves the converse Euler left open: a connected graph with zero or two odd vertices always has an Eulerian trail, built by splicing closed detours — so fixing the parity genuinely opens the walk
- 1873
Plateaupublishes his years of soap-film experiments: films meet three at a time at 120° along lines, and four lines at a point at about 109.47° — Plateau’s laws
- 1874
Sylvesterlectures at the Royal Institution on the new linkages and carries Peaucellier’s cell to the English-speaking world — the beginning of a short craze for drawing curves with bars
- 1875
Reuleauxhis Theoretische Kinematik treats machines as chains of constrained pairs and puts the curved triangle of constant width to work inside mechanisms; the shape now carries his name
- 1876
Loschmidtthe reversibility objection: symmetric laws, an asymmetric world
- 1876
J. Thomsondescribes an integrating machine on a new kinematic principle — a disk, a ball and a cylinder: the cylinder’s turning is the running integral of the ball’s position against the disk’s rotation
- 1876
Kelvinproposes coupling his brother’s integrators so that each output drives another’s input — a machine that solves a differential equation by being forced to obey it; the integrators of the day were too weak in torque to build it
- 1876
Vyshnegradskyanalyses the governed engine independently, draws the stability chart of its third-order equation and gives the engineer’s rule: friction and flywheel inertia steady it, heavy balls unsettle it
- 1876
Kempe“On a general method of describing plane curves of the nth degree by linkwork”: for every algebraic curve there is a linkage that traces it — built from multiplicators, additors, translators and a straight-line cell; the argument overlooks degenerate positions
- 1877
Taitbegins tabulating knots by crossing number — the first knot tables, and the conjectures that drove the field for a century
- 1877
Routhwins the Adams Prize with a general procedure for deciding whether every root of a polynomial has a negative real part — stability, without solving the equation
- 1877
Kempe“How to Draw a Straight Line”: a popular lecture on linkages, from Watt’s parallel motion to Peaucellier’s exact cell
- 1878
Gibbsthe thermodynamics of heterogeneous substances: a new phase must pay a surface cost before its volume pays back — the critical nucleus, and the free-energy barrier a metastable phase must cross
- 1879
Cayleyasks which starting points Newton’s method sends to which root — solves the quadratic (a straight border), admits the cubic “presents considerable difficulty”, and stops
- 1879
Johnson & Storyprove in the American Journal of Mathematics that sliding reaches exactly half of all deals — the even half; the 14-15 swap lives on the other island, unreachable by any path
- 1879 · 1884
Stefan · Boltzmannthe whole radiation of a hot body grows as the fourth power of its temperature — read from experiment by Stefan, derived from thermodynamics by Boltzmann
- 1880
Stringhamfirst publishes pictures of the regular 4-polytopes, projected to the page — the figures that made the fourth dimension something you could see
- 1881
Greenhillworks out the greatest height a pole or a tree can reach before buckling under its own weight: w·h³/EI ≈ 7.837, so h ∝ d^2/3
- 1881
Michelsonthe first interferometer search for the aether wind, at Potsdam: arms of about 1.2 m and a shift too small to decide — the bench rebuilt eleven metres long in 1887
- 1881
Newcombnotices that the first pages of a book of logarithm tables — the numbers beginning with 1 — wear out far faster than the last, and states the law: the first significant digit d turns up with probability log₁₀(1 + 1/d)
- 1882
Lindemannproves π is transcendental — algebraic of no finite degree at all — so it sits on no floor of Wantzel’s tower and the circle can never be squared by compass and straightedge; the oldest construction problem in geometry, closed
- 1883
Reynoldshis number, and the dye experiment that catches laminar flow breaking up
- 1883
Rubnermeasures the heat output of dogs of different sizes: per unit of body surface it is about the same — metabolism ∝ surface ∝ M^2/3, the surface law
- 1883
Bashforth & Adams“An attempt to test the theories of capillary action”: tables of sessile-drop shapes integrated by hand — Adams’s step-by-step scheme became a standard numerical method
- 1883
Lucasthe Tower of Hanoï, sold as a puzzle under the anagram “N. Claus de Siam” — soon with a legend of priests moving 64 golden disks, the world to end at the last move: 2⁶⁴ − 1 of them
- 1885
Balmerone formula for hydrogen’s visible lines — 656, 486, 434, 410 nm — the countable fact any theory of the atom had to give
- 1886
Galton“Regression towards Mediocrity in Hereditary Stature”: the children of unusually tall parents are on average less unusual — select on a noisy signal and what you selected regresses toward the mean
- 1887
Michelson–Morleyfind no aether — light's speed refuses to add up
- 1888
Hintoncoins the word "tesseract" for the 4-cube and popularises seeing the fourth dimension through its 3-D shadows and cross-sections
- 1889
Lilienthal“Der Vogelflug als Grundlage der Fliegekunst”: measured lift on cambered wings, with the bird as the model for human flight
- 1889 · 1892
FitzGerald · Lorentzpropose that a body moving through the aether shrinks along its motion by exactly the factor that hides the wind — a rescue of the aether, independently, three years apart
- 1889
Weismannthe germ plasm is set apart from the body: mice whose tails were cut for five generations bore young with whole tails — mutilations are not inherited
- 1889
Arrheniusreaction rates grow exponentially with temperature, k = A·e^(−E_a/RT): only molecules over an energy threshold react — the exponent read off the beakers
- 1890
Poincaréno closed form for three bodies — the first sight of chaos
- 1890
Poincarérecurrence: a closed system must eventually return near its start
- 1891
Cantorthe diagonal argument: given any list of infinite sequences, build one differing from row n at position n — it cannot be on the list, so the reals are uncountable. The single trick that would later bound the computable and the provable
- 1891
Hurwitzevery irrational is approached within 1/(√5·q²) by infinitely many fractions p/q — and √5 is sharp, because the golden ratio can be served no better: the worst-approximable number, identified and convicted
- c. 1891
Loydclaims the fifteen-puzzle craze and hangs $1000 on the 14-15 swap — a prize designed to be safe, twelve years after the proof that it could never be paid
- 1892
Lyapunovhis stability theory gives the exponent λ that measures the stretch
- 1893
Wienthe displacement law: the peak of a black body’s spectrum moves inversely with its temperature, λ_max·T = constant
- 1894
Omori“On the After-Shocks of Earthquakes”: after the great Mino–Owari earthquake of 1891 the aftershocks thinned out roughly as one over the time since the main shock — the first measured law of a process exciting itself
- 1895
Korteweg & de Vriesderive the KdV equation for shallow water waves and find its exact soliton solution, vindicating Scott Russell 60 years later
- 1895
Lorentzthe force on a moving charge, F = q(E + v×B) — the law that bends every trajectory in this instrument
- 1895
Hurwitzgives the same test as a sequence of determinants, prompted by the engineer Aurel Stodola’s question about turbine governors
- 1896
Hadamard & de la Vallée Poussinindependently prove the Prime Number Theorem, from ζ having no zeros on the line Re(s) = 1
- 1896
Zermelothe recurrence objection: by Poincaré’s theorem a mechanical gas must return arbitrarily near its start, so its entropy cannot only climb — Boltzmann answered that the wait outlasts every observer
- 1897
Paretomeasures incomes across Europe and finds the same heavy power-law tail everywhere — the 80/20 law, the first quantitative law of inequality
- 1898
Gaudíbegins the hanging model of strings and bags of shot for the church of the Colònia Güell, reading the vaults and leaning columns off it upside down
- 1899
Gibbsexplains it: the ripple narrows but homes in on ≈8.95%, never vanishing
- 1899–1900
Lummer & Pringsheimread a heated cavity’s radiation across its spectrum with a bolometer: the curve rises, peaks and falls, and departs from Wien’s law at long wavelengths — the readings any law had to meet
- 1900
Bacheliermodels market prices as a random walk — finance meets diffusion, the first time-series
- 1900 · 1928
Hilbertthe second problem and the Entscheidungsprogramm — a demand that mathematics prove its own consistency and decide every statement by rule. Wir müssen wissen, wir werden wissen: we must know, we shall know
- 1900
Planckthe law of black-body radiation — and, to make it work, the quantum
- 1900 · 1905
Rayleigh · Jeansequipartition applied to a cavity’s standing waves: u ∝ ν²T, exact at long wavelengths — its constant fixed by Jeans in 1905; summed over every mode, it diverges
- 1901
Cannonorders stellar spectra into the sequence O, B, A, F, G, K, M by the strength of their lines
- 1902
von Krieschromatic adaptation as three independent gains, one per receptor type, each scaled to the light — the first model of colour constancy
- 1902
Rutherford & Soddyradioactivity is the transformation of one element into another, at a constant fractional rate: N(t) = N₀e^(−λt) — every atom equally likely to go, whatever its age
- 1904
von Kochdraws the Koch curve — a continuous line with no tangent anywhere, built by one recursive rule that replaces each segment with four — an early fractal decades before the word existed
- 1904
J. J. Thomsonthe atom as a sphere of uniform positive charge with its electrons set in rings inside it — the plum pudding
- 1905
EinsteinBrownian motion ties the walk to atoms and Avogadro's number
- 1905
Einsteinspecial relativity: c is invariant, and space and time mix
- 1906
Markovthe Markov chain — a process whose next step depends only on the present, with a long-run equilibrium
- 1906
Oldhamreads a delay in the waves that cross the far side of the Earth as a central core that slows them — the first seismic evidence of one
- 1907
Milankovićworks out the line of thrust in a semicircular arch under its own weight and the least thickness that contains it — about 0.1075 of the radius
- 1907
Herglotz & Wiechertinvert the travel-time curve exactly: its slope at each distance gives the velocity at the depth that ray turned — the Earth’s interior from surface timings alone
- 1908
Minkowskispacetime — the geometry in which the light cone is absolute
- 1908
Langevinthe Langevin equation — Newton plus a random force; the stochastic differential equation that underlies every diffusion here
- 1908
Voronoigeneralises the nearest-point partition to any dimension and gives it rigour; the cells now carry his name and turn up across physics, biology and computer science
- 1909
Haarthe first wavelet — a square step that splits a signal by scale
- 1909
Mohorovičićtwo sets of P waves from a Croatian earthquake — one through the crust, one refracted beneath it — mark the crust’s base, the Moho
- 1909
Geiger & Marsdena diffuse reflection of α particles: about 1 in 8000 falling on a platinum plate is turned back through more than 90°
- 1909
Erlang“The theory of probabilities and telephone conversations”: calls at the Copenhagen Telephone Company arrive as a Poisson stream — the founding paper of queueing theory
- 1910
Osborn“Questioned Documents”: the examiner’s handbook names the marks of a copied signature — a slow, drawn line instead of a written one, tremor, blunt starts and stops, pen-lifts and patching at the joins — the genuine hand writes with speed and disregard, the forger with care
- 1911
WeylWeyl’s law — the count of eigenfrequencies below a bound grows with the drum’s area, so the spectrum does betray the size, if not the shape
- 1911
Wohlgemuthon the after-effect of seen movement: close the eyes after adapting and the aftereffect is still there when they open — it is stored, not merely waited out
- 1911
Ehrenfestnames the divergence of the classical radiation law the “ultraviolet catastrophe”
- 1911
Callendarargues that Carnot’s caloric, measured on Carnot’s own principles, is the quantity Clausius called entropy
- 1911
Rutherfordthe nuclear atom: the charge concentrated in a tiny centre, and the 1/sin⁴(θ/2) law of single scattering that follows from it
- 1911
Brouwer“Über Abbildung von Mannigfaltigkeiten” (Mathematische Annalen 71): every continuous map of a closed ball into itself leaves some point where it was — the fixed-point theorem in any number of dimensions
- 1912
Perron & Frobeniusa positive matrix has one largest eigenvalue with an all-positive eigenvector — the unique, well-defined rank
- 1912
Smoluchowskithe one-way-valve gedankenexperiment — a passive trapdoor cannot rectify thermal fluctuations into work, because at one temperature the door jiggles exactly as hard as the molecules it is meant to sort
- 1912
Hesscarries electrometers up in a balloon to over 5 000 m and finds the ionisation growing with height: radiation coming in from space — cosmic rays
- 1913
Bohrquantises the hydrogen atom — electrons sit on fixed energy rungs E_n = −13.6 eV/n², explaining its spectral lines a decade before wave mechanics justified the ladder
- 1913
Dudeneyprints gas–water–electricity in The Strand Magazine, calling the puzzle "as old as the hills" — three houses, three utilities, nine wires, no crossings; already known to have no answer
- 1913
Gutenbergfrom the edge of the P shadow, puts the core’s boundary about 2 900 km down — within a few kilometres of today’s figure
- 1913
Geiger & Marsdentest Rutherford’s law from 5° to 150° and find the counts follow 1/sin⁴(θ/2) — the nucleus confirmed
- 1914
Lebesgueshows that among all curves of a given constant width the Reuleaux triangle encloses the least area
- 1915
Einsteingeneral relativity: matter curves spacetime, and light follows the curve
- 1915
Whittakerthe interpolation formula that rebuilds a signal from its samples
- 1915
Blaschkeproves the same minimum independently — the Blaschke–Lebesgue theorem: no curve of width w has less area than (π − √3)w²/2
- 1916
Schwarzschildthe first exact solution — and with it, the event horizon
- 1917
H. J. Wattspatents a floating chuck and a drill shaped from the Reuleaux triangle that cuts holes with almost-square corners — the centre has to wander, so the chuck has to float
- 1917
Radonproves a function is fixed by its integrals along every line — and writes down the inversion
- 1918
Julia & Fatouthe dynamics of z² + c — decades before anyone could see it
- 1918
Noetherproves that every continuous symmetry yields a conserved quantity — and identifies the symmetry behind energy conservation as time itself: the laws don’t change with time, so energy cannot drift, which is why no wheel can ever profit
- 1919
Eddingtonthe eclipse measures the bending at twice Newton's value — Einstein, famous overnight
- 1920
Sahathe ionisation equation — temperature and pressure decide how much of each element is stripped of its electrons
- 1920
PigouThe Economics of Welfare: two roads between the same towns, one quick but congestible, one slower but never crowded — left alone, traffic crowds the quick road until both take equally long, and a rightly chosen tax on it leaves everyone better off in total
- 1924
Bosenew statistics for light quanta — particles that bunch together
- 1924
de Brogliematter has a wavelength too — so particles can interfere
- 1925
Einsteinextends Bose statistics to atoms and predicts the condensate
- 1925
Isingsolves the 1D chain — and finds no phase transition (the model nearly dies here)
- 1925
Lotkaderives the oscillating predator–prey equations in Elements of Physical Biology — a population read as a chemical-style dynamical system
- 1925
Yulea growth process for biological genera in which the already-large grow fastest — the first “rich get richer” mechanism behind a power law
- 1925
Paynereads the spectral sequence as a sequence of temperatures, and finds the stars made overwhelmingly of hydrogen
- 1921 · 1925
Vogel · Fulcherthe viscosity of a cooling glass-former fits τ = τ₀e^(A/(T − T₀)): an Arrhenius law whose barrier diverges at a temperature above absolute zero
- 1926
Schrödingerthe wave equation — the whole future of ψ
- 1926
Born|ψ|² is probability: the cloud itself (Nobel 1954)
- 1926
Volterraexplains why the WWI pause in Adriatic fishing raised the shark fraction — the same equations, from his son-in-law fish-market data
- 1926
Haldane“On Being the Right Size”: a giant ten times a man’s height would break its thighs at every step, and air resistance — surface against weight — is why a mouse survives a fall that kills a horse
- 1926
Jeffreysthe Earth as a whole is less rigid than its mantle: the core cannot carry shear — it is liquid, which is why S waves never cross it
- 1926
Volmer & Webernucleation in supersaturated systems as a rate: embryos form by fluctuation and the rate goes as e^(−ΔG*/kT) — classical nucleation theory begins
- 1927
Hundfirst spots tunnelling, in the splitting of molecular spectra
- 1927
Madelungrewrites ψ as a fluid — a density and a flowing phase
- 1927
Kermack & McKendrickthe SIR model and the epidemic threshold: an outbreak needs R₀ > 1 to take off
- 1927
Reidemeisterproves that any two diagrams of the same knot differ by three local moves — so a knot invariant is anything those moves leave unchanged
- 1927
Birkhoffmakes the billiard the model dynamical system — the flight between walls compressed into the area-preserving bounce map (s, sin θ), the whole table read two numbers at a time
- c. 1927
Niemanthe torque amplifier — friction drums that, like a ship’s capstan, let a feeble shaft steer a heavy load — so an integrator’s wheel only has to turn a feather; it is what made a working analyzer possible
- 1928
Gamowexplains alpha decay by tunnelling — radioactivity as a quantum leak
- 1928
Nyquistfixes the rate: sample above twice the top frequency
- 1928
Hanau“Die Prognose der Schweinepreise”: the German hog-price cycle traced to farmers breeding on the price of the day — a high price brings a glut a season later, the glut a low price, the low price a shortage
- 1928
MorgensternWirtschaftsprognose: economic forecasting is impossible in principle, because a forecast that is believed changes the behaviour it forecasts — Sherlock Holmes and Professor Moriarty, each anticipating the other’s anticipation without end
- 1929
Hubblegalaxies recede at a speed proportional to their distance — the universe is expanding
- 1929
Szilárdresolves the demon with a one-molecule engine: one measurement yields kT ln 2 of work — and costs one bit of memory
- 1929
Russellan independent analysis of the Sun’s spectrum confirms that hydrogen dominates
- 1930
Kuratowskicharacterizes every graph that can be drawn flat: planar exactly when it hides no K₅ and no K₃,₃ — the utilities board convicted by name, and made one of only two minimal culprits
- 1930
Radópublishes a solution of Plateau’s problem — that a closed wire in space bounds a surface of least area
- 1931
Gödelboth incompleteness theorems: any consistent system rich enough for arithmetic has a true sentence it cannot prove — and cannot prove its own consistency. Hilbert’s dream, answered no, by the diagonal turned on proof itself
- 1931
Gibratthe law of proportionate effect — sizes that grow by random percentages drift into a log-normal spread, an early mechanism for the fat tail
- 1931
Hopffibres the 3-sphere into linked circles, one over each point of the 2-sphere — the first map proven impossible to unwind (π₃(S²) ≠ 0), and the shape hiding under every qubit
- 1931
Bushdescribes the differential analyzer built at MIT — wheel-and-disk integrators coupled by shafts, torque amplifiers, input tables worked by hand and an output plotter: a general machine for ordinary differential equations
- 1931
Douglassolves Plateau’s problem independently, by a different route — work honoured with one of the first two Fields Medals in 1936
- 1931
Chandrasekhar“The maximum mass of ideal white dwarfs”: once its electrons turn relativistic, degeneracy pressure cannot hold up a star much heavier than the Sun — the Chandrasekhar limit, ≈ 1.4 solar masses
- 1931
Thouless“phenomenal regression to the real object”: a match to a seen surface falls between what reaches the eye and what the surface is — and the index of that regression measures constancy
- 1931
CIEthe standard observer: colour-matching functions x̄ȳz̄ and the xy chromaticity diagram every colour since is located on
- 1932
Kleiber“Body size and metabolism”: across mammals and birds basal metabolic rate scales as about M^0.74 — steeper than the surface law; later rounded to the famous 3/4
- 1933
Kotelnikovproves the sampling theorem in full
- 1933
Zwickythe Coma cluster moves far too fast for its visible mass — most of the gravitating matter is unseen
- 1933
Thompsonthe first bandit algorithm — to choose between two medical treatments, draw each one’s success rate from its Bayesian posterior and play the winner; posterior sampling, forgotten for sixty years then found to be near-optimal
- 1933
Schiller & Naumannfit one drag-coefficient curve across the gap between Stokes and Newton — C_d = 24/Re·(1 + 0.15 Re^0.687) up to Re ≈ 1000 — still the engineer’s standard sphere correlation
- 1934
Gausetests predator–prey in test tubes of Paramecium and Didinium — the predator eats all prey then starves; coexistence needs a refuge
- 1934
Delaunaydefines the dual triangulation — connect seeds whose cells touch — that maximises the smallest angle and avoids thin slivers, the default mesh of computational geometry
- 1934
Hartree & Porterbuild a working differential analyzer at Manchester out of Meccano parts, and put it to real calculations
- 1934
Jarník & Kösslerpose the problem of the shortest network joining n points, extra junctions allowed — the Euclidean Steiner tree problem
- 1934
Zernikeintroduces the circle polynomials that bear his name — the natural alphabet of a round pupil’s aberrations
- 1934
van Cittertworks out how coherent the light from an extended, incoherent source becomes at a distance — the correlation between two points is set by the source’s shape
- 1934
Kaldor“A Classificatory Note on the Determinateness of Equilibrium” names the cobweb theorem: when supply answers last period’s price, the market spirals in to equilibrium or out from it according to the relative slopes of supply and demand
- 1935
Einstein, Podolsky & Rosenargue QM must be incomplete — "spooky action at a distance" can't be real
- 1935
Greenshieldsmeasures the first speed–density relation from photographs of real traffic — the fundamental diagram, where flow rises, peaks at a critical density, then falls as the road clogs
- 1936
Whitneythe embedding theorem — any smooth d-manifold sits faithfully inside ℝ^(2d+1)
- 1936
Churchdefines the λ-calculus and shows it captures all effective computation — the same class Turing’s machine reaches, the two halves of the Church–Turing thesis
- 1936
TuringOn Computable Numbers defines the machine, builds a universal one that runs any other, and proves the halting problem has no algorithm — the birth of computer science
- 1936
Gentzenproves arithmetic consistent — but only from a stronger vantage, induction up to the ordinal ε₀. The door out of the wall opens into a room with the same wall, one register up
- 1936
Lehmannfaint P arrivals inside the shadow zone, in a paper titled simply P′, need a faster inner core within the liquid one
- 1936–37
Anderson & Neddermeyercloud-chamber tracks of a penetrating cosmic-ray particle heavier than the electron and lighter than the proton — the muon (published 1937)
- 1936
KeynesThe General Theory, chapter 12: professional investment likened to a newspaper beauty contest, where the prize goes to whoever picks the faces the other entrants will pick — anticipating what average opinion expects average opinion to be, to the third degree and beyond
- 1937
Landauthe general theory of phase transitions and the order parameter
- 1937
Kaczmarzsolves a linear system one equation at a time, projecting onto each in turn — the engine CT would rename ART
- 1938
Londonties superfluid helium to Bose–Einstein condensation
- 1938
Zernikedefines the degree of coherence and shows it is the Fourier transform of the source’s brightness — the theorem every radio interferometer runs on
- 1938
Benford“The law of anomalous numbers”: the first-digit law found again and tested on 20 229 numbers from twenty sources — river areas, populations, physical constants, street addresses — and named after him
- 1938
Ezekiel“The Cobweb Theorem”: the convergent, divergent and continuous cases set out with the hog, potato and other farm cycles — a market can oscillate for ever without any outside shock
- 1939
VilleÉtude critique de la notion de collectif brings the gamblers’ word into probability: a martingale is a fortune whose expected next value is its present value, and no betting system on a fair game can make one grow
- 1940
Kramers“Brownian motion in a field of force”: the escape rate over a barrier derived from noise and friction — Arrhenius’ exponent with its prefactor, k = (ω_a ω_b / 2πγ)·e^(−ΔE/kT)
- 1941
Rossi & Hallcounting muons on a mountain and lower down, find fast ones outliving their 2.2 µs: moving clocks run slow, measured on particles from the sky
- 1941
Frame & Stewarttwo solutions in the American Mathematical Monthly to Stewart’s four-peg problem: park the top k disks using all four pegs, move the rest with three, choose k best — 18,433 moves for 64 disks, presumed optimal for seven decades
- 1942
Alfvénmagnetohydrodynamics and the guiding-centre drift — why a plasma follows field lines and slips sideways as E×B (Nobel 1970)
- 1942
Borela note in the Comptes rendus on the queue at a counter: with Poisson arrivals and a fixed service time, the customers served in one busy period follow the law now named after him — the size of a family tree whose members each bring Poisson(n) more
- 1944
Onsagersolves the 2D Ising model exactly — T_c and the critical exponents, by hand
- 1944
Gutenberg & Richterearthquake magnitudes follow a power law — no characteristic size, decades before anyone could say why
- 1944
Itôstochastic calculus: the lemma that integrates dS exactly into a log-normal
- 1944
von Neumann & MorgensternTheory of Games and Economic Behavior founds game theory — rational players, payoff matrices and the minimax theorem
- 1945
Fellera note on the law of large numbers and fair games: the St. Petersburg ticket has no fair entrance fee, only a fair fee for n tickets taken together — about n·log₂ n, so the fair price per ticket grows with how many you buy
- 1946
Gabortiles time–frequency into "logons" and finds the joint-resolution limit
- 1946
Blochintroduces the Bloch vector for nuclear magnetic resonance — the unit sphere it sweeps out becomes, decades later, the geometry of every single qubit
- 1946
Blackposes the mutilated chessboard in Critical Thinking — cut two opposite corners and no thirty-one dominoes can tile the sixty-two squares, because every domino covers one black and one white and the lost corners share a colour
- 1946
Ryle & Vonbergtwo aerials, one receiver: the first radio interferometer in astronomy, measuring the size of a source on the Sun from its fringes
- 1946
Clarke“An application of the Poisson distribution”: South London divided into 576 squares and the 537 flying-bomb strikes tallied per square — the counts fit the Poisson law almost exactly; the clusters people read as aim were chance
- 1947
Kac“On the notion of recurrence in discrete stochastic processes”: the mean time between visits to a set A is exactly one over its share, 1/μ(A) looks — the clock behind Poincaré’s certainty
- 1948
Shannon'A Mathematical Theory of Communication' — entropy, capacity, the whole field
- 1948
von Neumann & Ulaminvent cellular automata — a self-reproducing machine on a grid
- 1948
Coxeterpublishes Regular Polytopes — the modern synthesis of Schläfli symbols, reflection groups and projections the field still works from
- 1948
Feynmanrecasts quantum mechanics as a sum over all paths weighted by e^(iS/ℏ) — and shows the classical least-action path is simply where the phases stop cancelling
- 1948
Gaborproposes holography — record an object wave against a reference, and the whole wave, phase and all, can be rebuilt from the fringes
- 1948
Merton“The Self-Fulfilling Prophecy”: a false definition of the situation evokes the behaviour that makes it true — the parable of the Last National Bank, solvent until a rumour of insolvency brought the run that made it insolvent
- 1949
Onsagercirculation is quantised: vortices carry integer charge
- 1949
Shannonmakes the sampling theorem a cornerstone of digital signal processing
- 1949
Ulam · Metropolisthe Monte Carlo method — answer by sampling when the formula is hard
- 1949
Hebb'neurons that fire together wire together' — memory as the strengthening of a connection
- 1949
Floodposes the “fiancée problem” — choosing when to stop among candidates seen one at a time in random order; the first statement of what would become the secretary problem, from a co-author of the Prisoner’s Dilemma
- 1949
Gunn & Kinzermeasure the terminal speed of water drops falling through still air, from fog-sized to the largest raindrops — about 4 m/s at 1 mm, levelling near 9 m/s as big drops flatten
- 1949
Wienerthe best linear filter for a signal buried in noise, weighed frequency by frequency by signal and noise power
- 1949
Kaufman, Lord, Reese & Volkmann“The discrimination of visual number”: fast, confident, accurate judgements of small dot arrays named subitizing — distinct from estimation of larger ones
- 1950
Hammingthe first error-correcting code — parity that names the flipped bit
- 1950
Nashthe Nash equilibrium — every finite game has a stable strategy profile no player can beat by deviating alone
- 1950
Turnbullsplit a liquid into many small, clean droplets and each one supercools far deeper — impurities are bypassed, and the homogeneous nucleation rate can at last be measured
- 1951
Belousovdiscovers a chemical reaction that oscillates in colour instead of settling to equilibrium — rejected as impossible by the journals, and ignored for a decade
- 1951
Arrowproves in Social Choice and Individual Values that no ranked voting rule over three or more options can satisfy unanimity, independence of irrelevant alternatives and non-dictatorship at once — the impossibility theorem that founds social-choice theory
- 1951
Taylor“Analysis of the swimming of microscopic organisms”: a sheet carrying a travelling wave swims through a fluid with no inertia at all — the first theory of life at low Reynolds number
- 1951
Shannon“Prediction and entropy of printed English”: people guess a text one letter at a time, and how well they guess measures how predictable — how far from random — the source is
- 1952
Turing'The Chemical Basis of Morphogenesis' — diffusion can make pattern, not just smooth it
- 1952
RobbinsSome aspects of the sequential design of experiments — names and formalises the multi-armed bandit, the clean statement of the explore-versus-exploit dilemma
- 1952
Maysettles the two-candidate case exactly: simple majority rule is the unique method that is anonymous, neutral and monotone — the one door left standing in Arrow’s wall, and this instrument audits it across all 512 towns
- 1952
Cochran, Crick & Vandwork out how a helix diffracts — layer lines whose intensities follow Bessel functions, crossing in an X
- 1952
Franklin & Goslingrecord Photo 51, the X-ray diffraction pattern of B-form DNA — the X of a helix, with every phase lost
- 1952
Sayrenotes that sampling a diffraction pattern more finely than its Bragg peaks would carry the missing phase information — the seed of oversampling
- 1952
Wardroptwo principles of road traffic: in the user equilibrium every route in use takes the same time and no unused route is quicker; the system optimum is a different flow — and the two need not agree
- 1953
Metropolis, Rosenbluth & Tellerthe Metropolis algorithm — sample a Boltzmann distribution by accepting moves with probability min(1, e^−ΔE/T)
- 1953
Ricepromotes halting to a law: every non-trivial property of what a program computes is undecidable — the wall is not one question but all of them at once
- 1953
Watson & Crickpropose the double helix of DNA, built in part on the evidence of Photo 51
- 1953
Kufflersingle retinal ganglion cells of the cat: a small centre and an antagonistic surround — the centre–surround receptive field
- 1953
KraitchikMathematical Recreations sets the two-necktie wager: two men compare ties, the owner of the dearer one gives it to the other — and each argues the bet favours him, since he can lose only what is smaller than what he might win
- 1953
DoobStochastic Processes sets out martingale theory, with the optional stopping theorem: a fair game stopped by any rule that cannot see the future (within bounds) keeps its expected value — the theorem that closed every system
- 1953
Kendallthe A/B/c notation — M/M/1, D/M/1 — and the embedded Markov chain that makes a single-server queue solvable
- 1953
Hagelbarger · Shannonthe Bell Labs penny-matching machines — Hagelbarger’s SEER and Shannon’s mind-reading machine — beat human players by remembering only their last few moves: a person trying to be unpredictable is not
- 1954–63
Kolmogorov, Arnold & Moserthe KAM theorem — under a small perturbation the invariant tori that survive are exactly the ones whose winding numbers are hardest to approximate by rationals: order persists where arithmetic is worst
- 1954
Clark & Evans“Distance to nearest neighbor as a measure of spatial relationships in populations”: the mean nearest-neighbour distance over its Poisson expectation — R = 1 at random, below it clumped, above it held apart
- 1954
Grunberg & Modigliani“The Predictability of Social Events” (Journal of Political Economy): a private prediction leaves events alone, a public one can change them — but if the outcome responds continuously to the public prediction, Brouwer’s theorem gives one that comes true
- 1954
Simon“Bandwagon and Underdog Effects and the Possibility of Election Predictions” (Public Opinion Quarterly): however a published poll moves the voters, if it moves them continuously there is a poll that predicts its own effect — and a pollster who knows the response can publish it
- 1955–56
Lighthill, Whitham & Richardsmodel traffic as a compressible fluid: density obeys a conservation law, and a jam is a shock wave — a moving discontinuity that travels backward through the stream of cars
- 1955
Womersleysolves oscillating flow in an artery: one dimensionless number, α = r√(ωρ/μ), decides whether blood moves as a pulse wave (large α) or as steady viscous Poiseuille flow (small α)
- 1955
Gray & Hancockresistive-force theory: a slender filament is resisted about twice as hard broadside as end-on, and that anisotropy alone explains how a sea-urchin sperm swims
- 1955
Georgemeasures the rock over a tunnel in Australia’s Snowy Mountains by the cosmic-ray muons that reach it — the first muography
- 1956
KellyA New Interpretation of Information Rate — a gambler with a private wire should stake the fraction of his bankroll that maximises expected log-wealth, and his growth rate then equals the Shannon capacity of the channel
- 1956
Bracewellstrip-scanning the Sun with a radio telescope, shows each strip profile’s transform is a slice of the sky’s 2-D transform — the projection-slice theorem a CT scanner runs on
- 1956
Hassenstein & Reichardtfrom a beetle’s turning response, the correlation-type motion detector: two inputs, one delayed, multiplied — the elementary motion detector
- 1956
Miller“The magical number seven, plus or minus two”: absolute judgement and immediate memory both top out at a handful of items — the span counted in chunks, not bits
- 1956
Meyer“Emotion and Meaning in Music”: musical meaning as expectation — patterns set up, delayed and answered, across spans longer than any single step
- 1956
Pinkerton“Information theory and melody”: the note-to-note statistics of 39 nursery tunes, and a random “banal tune maker” that writes new ones from them — the first Markov pastiche of music
- 1957
Esakithe tunnel diode puts the effect to work (Nobel 1973)
- 1957
Broadbent & Hammersleyfounding paper on percolation — originally motivated by fluid flow through random media
- 1957
Bellmandynamic programming and the principle of optimality — the value of a state is its best reward plus the discounted value of where you land; also names the curse of dimensionality
- 1957
Hartline & Ratliffin the eye of the horseshoe crab, each receptor’s firing is reduced by its neighbours’ in proportion to their activity — lateral inhibition, measured
- 1957
Hiller & Isaacsonthe Illiac Suite for string quartet: rules and Markov chains run on the ILLIAC I at Illinois — the first score composed by a computer
- 1957
PopperThe Poverty of Historicism (a book in 1957, papers in Economica in 1944–45): the influence of a prediction on the event predicted, which Popper named the Oedipus effect — the oracle’s prophecy set going the events that fulfilled it
- 1958
Rosenblattthe perceptron: a learning machine of weighted neurons — but a single layer cannot solve XOR
- 1958
Bainbridgerelates the swimming speed of fish to body length and tail-beat frequency: each beat carries a fish a roughly fixed fraction of its own length
- 1958
MacKayan early report of the dissociation: a self-luminous object and a stroboscopically lit one, physically together, are seen apart when they move across the eye
- 1958
Nerlove“Adaptive Expectations and Cobweb Phenomena”: producers revise the price they expect by a fraction of their last error — enough caution turns a divergent cobweb into a convergent one
- 1959
Hollingthe functional response — a predator saturates because prey take time to handle (type II); the realism that lets the model cycle and crash
- 1959
Erdős & Rényithe theory of random graphs — wire N nodes with independent edges and a giant component snaps in abruptly; the null model every real network is measured against
- 1960
Reed & Solomoncodes that armour CDs, QR codes and deep-space links
- 1960
Kalmanthe recursive filter: optimal estimation of a linear system, one step at a time
- 1960
Gardnerpopularises the puzzle as the “sultan’s dowry” / secretary problem in Scientific American, and the surprising 1/e answer reaches a wide audience
- 1960
Sperlingpartial report: twelve letters flashed, one row cued after the flash — far more letters available just after the display than whole report gives, the advantage fading within about a second (iconic memory)
- 1960
Newman & Shepp“The double dixie cup problem”: collecting m complete sets of N coupons costs N ln N + (m − 1)·N ln ln N + O(N) draws — a second set is nearly free
- 1961
Jönssonruns the double slit with single electrons, one at a time
- 1961
Landauershows that erasing one bit of information dissipates at least kT ln 2 as heat — information is physical
- 1961
FitzHugh & Nagumoreduce the Hodgkin–Huxley nerve impulse to two variables — a fast excitable voltage and a slow recovery — the minimal model of a firing, refractory medium
- 1961
Wangproposes edge-matching tiles and conjectures that any set able to tile the plane can also tile it periodically — turning geometry into a decision problem
- 1961
Breimanproves the log-optimal (Kelly) strategy is asymptotically best two ways at once — it maximises the long-run growth rate and minimises the expected time to reach any wealth goal, almost surely beating every other rule
- 1961
Lindleygives the dynamic-programming solution — reject a fixed early block, then take the first candidate better than all before it — and shows the optimal cutoff is the fraction 1/e
- 1961
Littlea proof of L = λW: in any queue in steady state, the mean number inside is the arrival rate times the mean time spent inside
- 1961
Kingmanthe single-server queue in heavy traffic: as the load ρ → 1 the wait grows as 1/(1 − ρ), scaled by the variances of arrivals and service
- 1961
Erdős & Rényi“On a classical problem of probability theory”: the coupon collector’s completion time T has a Gumbel limit, P(T < N ln N + cN) → exp(−e^(−c)) — the long right tail of finishing
- 1961
Forrester (MIT)Industrial Dynamics (MIT Press, 1961): a production–distribution chain simulated as stocks, flows and delays, where small changes in retail sales swell into large swings at the factory — the amplification later called the bullwhip
- 1961
Muth“Rational Expectations and the Theory of Price Movements”: expectations are informed predictions of the relevant economic theory — the price expected is the model’s own price, and the cobweb’s cycle disappears
- 1962
Radóintroduces the busy beaver game — a perfectly well-defined function that no program can compute, the halting problem wearing a number
- 1962
ThorpBeat the Dealer — takes Kelly from card-counting blackjack to Wall Street, running the first quantitative hedge fund on the growth-optimal bet; the criterion crosses from the casino to the market
- 1962
Leith & Upatniekstilt the reference beam, and the twin image that haunted in-line holograms moves aside — off-axis holography
- 1962
Denisyukrecords the fringes through the depth of a thick emulsion — a reflection hologram that replays in white light
- 1962
Rylelets the Earth’s rotation carry fixed dishes through the uv plane — Earth-rotation aperture synthesis, the telescope a few dishes and a turning planet make (Nobel Prize 1974, with Hewish)
- 1963
Lorenzthree equations for convection — the butterfly effect, chaos found by accident from a rounded printout
- 1963
Rosenzweig & MacArthura graphical predator–prey model with logistic prey and saturating predation — isoclines that predict a stable point or a limit cycle
- 1963
Ulamdoodling through a dull talk, coils the integers on a grid and the primes fall onto unmistakable diagonal lines
- 1963
Dynkinsets optimal stopping on rigorous ground as a theory of Markov processes, proving the secretary problem’s cutoff fraction and win probability both tend to exactly 1/e as the field grows
- 1963
Feynmanthe ratchet-and-pawl lecture — works Smoluchowski’s verdict to the numbers: in a single heat bath the pawl bounces just often enough to undo its own rectifying, and the wheel only turns when two temperatures differ
- 1963
Arnoldreproves Abel–Ruffini with no Galois theory at all: loop a quintic’s coefficients and the roots braid into a permutation; radicals can only ever undo braids that die under repeated commutators, and the quintic’s braid group never does — a topological picture of the same wall
- 1963
Cormackworks out how to recover a body’s attenuation from its line integrals, and tests it on a phantom
- 1963
Barlow & Hilldirection-selective cells of the rabbit retina fire less and less to sustained motion and fall below their resting rate after it stops — a physiological account of the waterfall effect
- 1963
Mandelbrot“The Variation of Certain Speculative Prices”: cotton-price changes are far too often far too large for a Gaussian — fat tails, better fitted by stable Paretian laws, the first of the stylised facts
- 1964
Sharkovskiiorders the periods: a map with a 3-cycle must have cycles of every length
- 1964
Bellturns "is the world local?" into an inequality you can actually measure
- 1964
Zhabotinskyrevives Belousov’s reaction and finds it makes travelling and rotating waves in a dish — chemistry that propagates like a nerve impulse or a heartbeat
- 1964
McCarthyfiles the mutilated chessboard as a "tough nut" for automated reasoning — a proof a child finds by counting colours that a resolution prover grinds at exponentially; the cycle’s wink across at the halting wall
- 1964
Judd, MacAdam & Wyszeckitypical daylight as a function of correlated colour temperature — the daylight locus, just above the black-body curve, from which D65 is taken
- 1964
Shepard“Circularity in judgments of relative pitch”: tones of octave-spaced partials under a fixed envelope — a scale of them rises forever and returns to where it began
- 1964
Baran (RAND)On Distributed Communications (RAND RM-3420-PR and ten companion memoranda): a mesh with no centre, messages cut into blocks, hot-potato routing learned from the traffic — and a redundancy of about three found enough to survive heavy attack
- 1965
Penrosecollapse to a singularity is inevitable — black holes are a robust prediction of relativity, not a fluke (Nobel 2020)
- 1965
Cooley & Tukeythe FFT makes the transform cheap — now inside MP3, JPEG, every analyser
- 1960s
Kirkpatrick et al.Monte Carlo computation of p_c for the square lattice ≈ 0.5927
- 1965
Samuelsongeometric (not arithmetic) Brownian motion for prices — they can never go negative
- 1965
Zabusky & Kruskalrediscover solitons on a computer, observe that two pulses pass through each other unchanged — and coin the name "soliton"
- 1965
Moore“Cramming more components onto integrated circuits”: components per chip doubling every year — later revised to every two
- 1965
Rodiecka quantitative model of the ganglion cell: a narrow excitatory Gaussian centre minus a broad inhibitory Gaussian surround — the difference of Gaussians
- 1965
Davies (NPL)independently proposes switching short blocks of data through a store-and-forward network at the National Physical Laboratory — and names them packets
- 1965
Daley & Kendall“Stochastic rumours”: a rumour spreads like an epidemic but its spreaders stop when they meet people who already know — so it never reaches everyone; about a fifth (≈ 0.203) never hear
- 1966
Kac“Can one hear the shape of a drum?” — asks whether two differently-shaped membranes could ever share an identical spectrum of tones
- 1966
Bergerdisproves Wang — the domino problem is undecidable — and in the proof exhibits the first aperiodic tile set: 20,426 tiles that cover the plane but never repeat
- 1966
Heyman“The stone skeleton”: brings masonry under plastic theory — if any line of thrust can be found inside the stone, the structure is safe; collapse comes only when hinges form
- 1966
Morozovstop a regularised inversion where its misfit matches the noise — the discrepancy principle
- 1966
GardnerNew Mathematical Diversions sets the three-cornered pistol duel — a dead shot, an 80 % shot and a 50 % shot — and its counter-intuitive answer for the weakest: aim at no one, and shoot into the air
- 1966
FellerAn Introduction to Probability Theory and Its Applications, vol. II: the waiting-time paradox set out in renewal theory’s canonical text — the gap that covers a random moment is longer than a typical gap (the paradox itself is folklore-old)
- 1967
Winfreebiological oscillators sync once the coupling beats the spread
- 1967
Mandelbrot'How Long Is the Coast of Britain?' — fractional dimension enters science: the length depends on the ruler
- 1967
Viterbithe Viterbi algorithm — dynamic programming recovers the single most-likely hidden path through a noisy sequence, exactly, in one backward sweep
- 1967
Stahlcompiles the respiratory and cardiac variables of mammals as power laws of body mass — resting heart rate ≈ 241·M^−0.25 beats per minute (M in kg)
- 1967
Goodman & Lawrencedetect a hologram electronically and form the image by computer — the first digital holography
- 1967
EastonTimation I flies a quartz clock in orbit for the US Naval Research Laboratory: navigation by timed signals from satellites, the idea GPS would be built on
- 1968
Venezianohis amplitude for the strong force secretly describes a string
- 1968
Lindenmayera botanist invents L-systems to model how plants develop: a grammar that rewrites every symbol in parallel each step, so a one-line rule grows into a branching organism
- 1968
Arnold & Avezstretches a picture of a cat over the torus as the model chaotic map — area exactly preserved, every detail shredded along the golden-ratio directions
- 1968
Gilbert & Pollak“Steiner minimal trees”: conjecture that junctions can shorten a spanning tree by at most a factor √3/2; a proof announced in 1990 was later found to have a gap
- 1968
Pennycuickmeasures the power a pigeon needs for horizontal flight across a range of speeds — the U-shaped power curve of flapping flight
- 1968
Braess“Über ein Paradoxon aus der Verkehrsplanung”: on a four-road diamond, adding a free connector moves the equilibrium to a state where every single driver is slower — and no driver can improve by leaving it
- 1969
Clauser, Horne, Shimony & Holtthe experimentally testable form of Bell's bound, S ≤ 2
- 1969
Apollothe Kalman filter flies the guidance computer to the Moon and back
- 1969
Chirikovdistills every kicked rotor into one area-preserving map and one knob k — the standard map, chaos’s hydrogen atom, with a resonance-overlap criterion for when the last order breaks
- 1969
Rissetthe continuous version, computer-synthesised: a glissando that seems to rise without end — partials fading in at the bottom as they fade out at the top
- 1969
Penney“Penney-Ante”: call any run of three coin flips and a second caller can always name a run that tends to appear first — the eight calls beat one another in a ring, and the fair coin favours whoever speaks second
- 1969
UCLA → SRIthe first message on the ARPANET, 29 October 1969, from Kleinrock’s laboratory at UCLA to SRI: “LO” — the system crashed on the G of LOGIN
- 1970
Nambu, Nielsen & Susskindread it literally: the constituents are vibrating strings
- 1970
Conwaythe Game of Life makes cellular automata famous
- 1970
Gosperfinds the glider gun — Life grows without bound, so it can store and move information
- 1970
Zel'dovichthe approximation that lets gravity be run by hand — matter collapses first into sheets (pancakes), then filaments, then knots
- 1970
Baum, Petrie, Soules & Weissthe hidden Markov model with forward–backward and Baum–Welch — infer the hidden states, and the chain itself, from the observations alone
- 1970
Sinaiproves the dispersing billiard — a square with a disc cut out — is ergodic and hyperbolic: the first mechanical system where Boltzmann’s ergodic hypothesis actually holds
- 1970
Alvarezspark chambers in a chamber under the Second Pyramid of Giza count muons through the stone above — and find no hidden chamber: an honest null
- 1970
Efron, via GardnerGardner’s Mathematical Games column publishes Efron’s four dice: each beats the next two times in three, and the last beats the first — so whoever chooses second can always choose better
- 1971
Wilsonthe renormalisation group explains universality (Nobel 1982)
- 1971
Hafele–Keatingflying atomic clocks confirm time dilation directly
- 1971
Rosenzweigthe paradox of enrichment — raising the prey carrying capacity destabilises the equilibrium into ever-wider cycles that can drive extinction
- 1971
Sakodathe checkerboard model of social interaction — agents on a grid move by attraction and aversion, the first cellular model of self-sorting
- 1971
SchellingDynamic Models of Segregation — a mild preference not to be a small local minority tips a mixed city into near-total segregation; micromotives ≠ macrobehavior
- 1971
Hounsfieldthe EMI scanner images a patient’s brain in London — the first clinical CT scan
- 1971
Land & McCannlightness and retinex theory: lightness computed from luminance ratios across edges along paths, with a threshold that discards the gradual changes illumination makes
- 1971
Levitttransformed up–down methods: a staircase that steps down after n positive answers in a row and up after one negative settles where pⁿ = ½ — 70.7 % for two-down, one-up
- 1971
Shubikthe dollar auction: a dollar to the highest bidder, the second-highest pays too — run in classrooms, it reliably sells for more than a dollar as two bidders escalate to cut losses that only grow
- 1971
Tversky & Kahneman“Belief in the law of small numbers”: people — research psychologists among them — expect a short random sample to look like the whole population, as if chance were fair in every stretch of itself
- 1971
Hawkes“Spectra of Some Self-Exciting and Mutually Exciting Point Processes” (Biometrika): a point process whose intensity jumps at every event and decays back — events that make further events more likely
- 1972
Gierer & Meinhardtname the design rule: short-range activation, long-range inhibition
- 1972
Mayasks whether a large complex system is stable and finds it usually is not — richly connected ecosystems tend to be less stable, not more
- 1972
Winfreeshows the rotating chemical spiral turns about a phase singularity — a point where phase is undefined — and ties the same geometry to cardiac fibrillation
- 1972
Gerchberg & Saxtona loop between the image and diffraction planes that retrieves phase from intensities alone
- 1972
Richardsona Bayesian iteration that restores a blurred image of counts, positive at every step
- 1972
Wagenaar“Generation of random sequences by human subjects”: a critical survey of the studies — people asked to produce randomness alternate too often and avoid runs, and the bias is stubborn
- 1973
Black · Scholes · Mertonthe same log-normal, priced: option value as a discounted forecast
- 1973
Maynard Smith & Pricethe evolutionarily stable strategy — game theory carried into biology, where fitness rather than reason selects the move
- 1973
Rechenbergevolution strategies: mutate and select real-valued design parameters to optimise wings and nozzles in a wind tunnel — the parallel European root of evolutionary computation
- c. 1973
Gomoryremoves any one black and any one white square and shows a domino tiling always survives — the board’s Hamiltonian rook circuit splits into two even arcs, each trivially tiled; the exact door to Black’s wall
- 1973
Berg & Anderson“Bacteria swim by rotating their flagellar filaments” — a true rotary motor turning a corkscrew, the stroke that is not its own mirror image
- 1973
McMahon“Size and shape in biology”: elastic similarity — trunks thicken as h^3/2 — with record trees standing at about a quarter of their buckling height
- 1973
Parkinsonover a Labor Day weekend at the Pentagon, his team settles the system’s design — atomic clocks in orbit, passive ranging, a constellation all users share
- 1974
Littlecasts a neural network as a spin system — persistent firing states are the stored memories
- 1974
Penrosefinds an aperiodic set of just two tiles — kite and dart — with five-fold symmetry and golden-ratio statistics, beauty falling out of impossibility
- 1974
Bunimovichthe stadium — chaos out of focusing walls: pull a circle apart by any nonzero amount, splice in two straight edges, and the billiard turns fully chaotic
- 1974
Schekthe force density method: fix each bar’s force over its length and a cable net’s equilibrium becomes a linear system — form finding for cable-net roofs
- 1974
Zahavifinds that people in very different cities spend a roughly constant time travelling each day — the travel-time budget
- 1974
Dennard et al.scale a MOSFET’s dimensions and voltages by 1/k and it switches k times faster at the same power density — the rule behind thirty years of computing
- 1974
Shepp & Logana head made of ten ellipses and a filter that tames the ramp — the benchmark CT algorithms are still tested on
- 1974
Lucyderives the same iteration for astronomical distributions — together, Richardson–Lucy
- 1974
HögbomCLEAN: deconvolve a radio map by taking the dirty beam out at its brightest points, one fraction at a time
- 1974
Conway, via GardnerConway’s leading numbers, published in Gardner’s Mathematical Games column: four overlap numbers read off two sequences give the exact odds that either appears first — and the three-symbol rule that beats any call
- 1974
Georgi & Glashow“Unity of all elementary-particle forces”: the strong, weak and electromagnetic forces as one SU(5) symmetry — with quarks and leptons in one family, the proton is not forever; the simplest version’s estimates put its lifetime around 10²⁹–10³¹ years
- 1974
Hawkes & Oakes“A Cluster Process Representation of a Self-Exciting Process”: the same process as immigrants arriving at rate μ, each founding a family in which every member has Poisson(n) children — stationary when n < 1, with mean rate μ/(1 − n)
- 1975
Li & Yorkecoin the word — “Period Three Implies Chaos”
- 1975
Kuramotothe exactly solvable synchronization model — order parameter r and the critical K_c
- 1975
HollandAdaptation in Natural and Artificial Systems formalises the genetic algorithm — selection, crossover and mutation on bit-strings — and proves the schema theorem that says why it works
- 1975
Weisskopf“Of atoms, mountains, and stars: a study in qualitative physics”: the size of atoms, the height of mountains and the sizes of planets and stars, each estimated to an order of magnitude from a handful of constants
- 1975
Selvintwo letters to The American Statistician pose the three-door problem by name — a host who knows, an empty door shown, a switch offered — and work it: switching wins two times in three
- 1975
Kilgour“The sequential truel”: the three-way duel with shots in a fixed order, solved as a game — the equilibrium aims of every duelist, and the conditions under which the weakest does best by deliberately missing
- 1975
Hill“A Simple General Approach to Inference About the Tail of a Distribution”: the tail index of a power law estimated from the largest observations alone — the mean log-excess over a high threshold
- 1975
Goodhart“Problems of Monetary Management: the U.K. Experience”, a paper for a Reserve Bank of Australia conference: a statistical regularity relied on for control tends to collapse once policy leans on it — said, almost in passing, of monetary targets
- 1975
Kerr“On the Folly of Rewarding A, While Hoping for B” (Academy of Management Journal): organisations reward what they can count and get exactly that, instead of what they hoped the count stood for
- 1976
Robert Maythe logistic map as a toy ecology (Nature) — a simple law, an uncomputable fate
- 1976
Pricecumulative advantage in citation networks — papers are cited in proportion to the citations they already have, deriving the power-law tail decades before it was rediscovered
- 1976
Huffman“Curvature and creases: a primer on paper” — an early mathematical account of how creases meet at a vertex, from the inventor of Huffman coding
- 1976
Taylorproves Plateau’s laws: soap-film-like minimal surfaces can only have the singularities Plateau saw — three sheets at 120°, four lines at the tetrahedral angle
- 1976
Campbell“Assessing the Impact of Planned Social Change” (a 1976 paper, in a journal in 1979): Campbell’s law — the more a quantitative social indicator drives decisions, the more it is corrupted, and the more it distorts the process it was meant to watch
- 1976
Lucas“Econometric Policy Evaluation: A Critique”: the relations an econometric model is fitted on are not invariant to policy — people re-optimise when the rule changes, so a model estimated under the old rule mispredicts the new one
- 1977
Purcell“Life at low Reynolds number”: the scallop theorem — a stroke with one degree of freedom goes nowhere without inertia — and the three-link swimmer that gets around it
- 1977
StruikPhysical Aging in Amorphous Polymers: below the glass transition every material slows with its own age, its relaxation time growing with the time since the quench — aging as a universal of the glassy state
- 1977
Misra & Sudarshan“The Zeno’s paradox in quantum theory”: an unstable state watched continuously never decays — n looks over a time t leave it alive with [P(t/n)]ⁿ → 1, because every decay starts flat (quadratically)
- 1978
Feigenbaumfinds the doubling ratio δ ≈ 4.6692 is universal — on a pocket calculator
- 1978
Granovetterthreshold models of collective behavior — each person acts once enough others have, so a crowd tips on the distribution of thresholds, not the average
- 1978
Navstar 1the first GPS satellite is launched; the constellation is declared fully operational in 1995
- 1978
LamportTime, Clocks, and the Ordering of Events in a Distributed System (CACM 1978): “happened before” as the order of what could have caused what, logical clocks that respect it, and the space–time diagram borrowed from special relativity
- 1979
Kaplan–Yorkeconjecture links the Lyapunov exponents to the attractor's fractal dimension
- 1979
Gittinscollapses the intractable Bayesian bandit to a single number per arm — the Gittins index — and playing the highest index is exactly optimal; a landmark that was optimal but too costly to compute in practice
- 1979
Greeneprices the death of the standard map’s last invariant circle: the golden torus breaks at k ≈ 0.971635, located by watching the residues of its Fibonacci-convergent orbits cross ¼
- 1979
Alexander, Jayes, Maloiy & Wathutameasure the long bones of mammals from shrews to an elephant: lengths ∝ M^0.35, diameters ∝ M^0.36 — close to geometric similarity; big mammals do not have proportionally much thicker bones
- 1979
Prange, Anderson & Rahnscale skeletal mass against body mass in mammals and birds: the skeleton grows only slightly faster than the body (≈ M^1.09 in mammals) — nothing like Galileo’s thickening
- 1979
Merkle (Stanford)hash trees (his 1979 Stanford thesis and patent): one root hash commits to any number of records, and any one of them can be proved in with a path of logarithmic length — the tree a block’s transactions hang from
- 1980
Benettinan algorithm to measure λ from a shadow orbit — the method the rack uses live
- 1980
Tsirelsonproves quantum mechanics can violate CHSH only up to 2√2
- 1980
Mandelbrotcomputes the set at IBM and reveals the shape
- 1980
Peeblesthe gravitational theory of how faint early-universe ripples grow into the cosmic web (Nobel 2019)
- 1980
Packard, Crutchfield, Farmer & Shaw“Geometry from a Time Series” — reconstruct an attractor from a single signal’s own delayed copies
- 1980
Benioffbuilds the first quantum-mechanical model of a Turing machine, showing computation can run on quantum hardware — the field’s opening move
- 1980
Pease, Shostak & Lamport (SRI)Reaching Agreement in the Presence of Faults (JACM 1980): processors that may send inconsistent values to different peers — the fault later called Byzantine — can be agreed around with oral messages only if fewer than a third are faulty; with unforgeable signatures the third is no limit
- 1981
Binnig & Rohrerthe scanning tunnelling microscope feels single atoms (Nobel 1986)
- 1981
Witten & Sanderdiffusion-limited aggregation — random walkers stick on contact into a branching fractal of dimension ≈ 1.71
- 1981
Takensproves it: delay-coordinate embedding is generically diffeomorphic to the true attractor — same invariants
- 1981
Axelrod & Hamiltonthe iterated tournament — Tit-for-Tat beats every cleverer rule; cooperation evolves among selfish agents that meet again
- 1981
Benzi, Sutera & Vulpianiintroduce stochastic resonance to explain the 100,000-year ice-age cycle: orbital forcing alone is too weak — noise from climate fluctuations makes it detectable
- 1981
Dziewoński & Andersonthe Preliminary Reference Earth Model — one radial Earth fitted to travel times, free oscillations and the planet’s mass and inertia; still the reference
- 1981
Oppenheim & Lim“The importance of phase in signals”: give one image the Fourier amplitudes of another and keep its own phases, and it stays recognisably itself — where things stand is written in the phase, far more than in the amplitudes
- 1981
Gonnetthe expected longest probe sequence in hash tables: n balls thrown into n bins at random leave the fullest holding about Γ⁻¹(n) − 3/2 — asymptotically ln n / ln ln n
- 1981
Shiller“Do Stock Prices Move Too Much to be Justified by Subsequent Changes in Dividends?”: prices swing far more than the present value of the dividends that followed — excess volatility
- 1981
Ogata“On Lewis’ Simulation Method for Point Processes”: simulate a self-exciting process by proposing times at an upper bound of its intensity and keeping each with probability λ over the bound — thinning
- 1982
Sparrowthe definitive study of the Lorenz equations
- 1982
Aspectswitches the analysers in flight — closes the locality loophole, S ≈ 2.7
- 1982
Nienhuisexact critical exponents β = 5/36, ν = 4/3 via Coulomb gas / conformal field theory
- 1982
Hopfielda recurrent net whose energy only falls, so memories are the basins of attraction it rolls into
- 1982
Berlekamp, Conway & Guy'Winning Ways' proves Life is Turing-complete — a universal computer built from one rule
- 1982
Douady & Hubbardprove M is connected, and give it his name
- 1982
Bennettproves the demon cannot violate the second law: the erasure of its memory ledger, not the measurement, is the thermodynamic cost
- 1982
Andersonthe reverse-time SDE — a diffusion run backward is itself a diffusion, driven by the score of the density; the theorem generative models would later stand on
- 1957 / 1982
Lloydhis 1957 least-squares quantization method, finally published in 1982, iterates seed → cell centroid to minimise error — the algorithm behind centroidal Voronoi tessellations and k-means
- 1982
Shechtmandiscovers quasicrystals — real matter with Penrose-like aperiodic order and forbidden symmetry, ridiculed for years, then the Nobel in Chemistry, 2011
- 1982
Feynman“Simulating Physics with Computers” — argues no classical machine can efficiently simulate quantum systems, and proposes a computer built of quantum parts to do it
- 1982
Fienuphybrid input-output — feedback outside the constraints lets phase retrieval escape the stagnation of error-reduction
- 1982
Lamport, Shostak & PeaseThe Byzantine Generals Problem (ACM TOPLAS 1982): the problem renamed as generals and traitors, the oral-messages algorithm OM(m) for n > 3m, and the signed-messages algorithm SM(m) for any number of traitors up to m
- 1983
Gray & Scottthe autocatalytic reaction–diffusion model this engine runs
- 1983
Wolframsorts the 256 elementary rules into four behaviours
- 1983
Grassberger & Procacciathe correlation dimension — read a strange attractor’s fractal dimension straight off the reconstructed cloud
- 1983
Kirkpatrick, Gelatt & VecchiOptimization by Simulated Annealing — melt a hard problem, then cool it slowly through Metropolis moves into its best state
- 1983
Press & Lightman“Dependence of macrophysical phenomena on the values of the fundamental constants”: everyday and astronomical scales written in terms of α, α_G and the electron/proton mass ratio
- 1982–83
IMB & Kamiokandethe tank era begins: IMB (an Ohio salt mine, 1982) and Kamiokande (a Japanese zinc mine, 1983, led by Koshiba) fill vast tanks of water walled with photomultipliers and wait — they see no decay, and the simplest SU(5) is ruled out
- 1983
Lacquaniti · Terzuolo · Viviani“The law relating the kinematic and figural aspects of drawing movements”: in drawing and handwriting the hand’s angular velocity goes as the path’s curvature to the ⅔ — its speed as curvature to the −⅓ — the bends slowed by one fixed law
- 1983
Diamond & Dybvig“Bank Runs, Deposit Insurance, and Liquidity”: demand deposits give a bank two equilibria — no one withdraws early, or everyone does because everyone else will; which one happens is a matter of expectations, and deposit insurance removes the run
- 1984
Morlet & Grossmannformalise the continuous wavelet transform, out of seismic traces
- 1984
Brady & Ballcopper electrodeposits grow as DLA fractals — the model caught in the lab, the same dimension measured in metal
- 1984
Jonesdiscovers a new knot polynomial out of operator algebras — distinguishing knots that had resisted for decades (Fields Medal 1990)
- 1984
Jain, Chiu & Hawea quantitative measure of fairness for shared systems (DEC research report): (Σx)² ÷ (n Σx²) — 1 when every user gets the same, 1/n when one takes everything
- 1985
Amit, Gutfreund & Sompolinskythe spin-glass calculation: the net stores ≈0.138N patterns before the basins dissolve
- 1985
Černýindependently applies thermodynamic annealing to the travelling-salesman problem — the method arrives twice at once
- 1985
Deutschdefines the universal quantum computer and the quantum Turing machine, and gives the first problem a quantum computer answers in fewer queries than any classical one
- 1985
Dzhanibekova cosmonaut spins a wing-nut off a bolt aboard Salyut-7 and films it flipping end over end, unbidden, in free fall
- 1985
Lai & Robbinsproves the hard floor — no policy can do better than regret growing as the logarithm of time, and gives index rules that achieve it; the benchmark every bandit algorithm is now measured against
- 1985
Miuradescribes a parallelogram crease pattern for packing and deploying large membranes in space: it opens and closes in one motion — Miura-ori
- 1985
Bancroftan algebraic, non-iterative solution of the GPS equations — position and clock from the pseudoranges in closed form
- 1985
Angellthe strong/fragile map of glass-formers: plot log τ against T_g/T and liquids fan out from Arrhenius-straight (strong) to steeply super-Arrhenius (fragile)
- 1985
Gilovich, Vallone & Tversky“The hot hand in basketball”: players and fans see streaks in shooting records that look like independent shots — the eye reads a run as a cause (debated ever since; a selection bias in streak statistics reopened it in 2018)
- 1985
Millsthe Network Time Protocol (RFC 958, 1985): clocks across the Internet set from servers by four-timestamp exchanges, the offset estimated and its error bounded by half the round trip
- 1985
Frieze & Grimmetttelling one random person a round, a rumour reaches all n in log₂ n + ln n + o(log n) rounds (from their study of shortest paths with random lengths)
- 1985
Fischer, Lynch & PatersonImpossibility of Distributed Consensus with One Faulty Process (JACM 1985): with no bound on how long a message may take, no deterministic protocol can guarantee agreement if even one process may silently stop — the reason the synchronous generals keep a deadline
- 1986
Rumelhart, Hinton & Williamsbackpropagation trains hidden layers efficiently — the multilayer network finally learns
- 1986
ReynoldsBoids: three local rules — align, cohere, separate
- 1986
Langtondescribes the ant: a two-rule automaton that wanders chaotically for about ten thousand steps and then, unbidden, builds a periodic “highway” and follows it forever
- c. 1986
Maekawanotices that at every vertex of a flat-folded sheet the mountains and valleys differ by exactly two
- 1986
D. Deutschthe tritone paradox: Shepard-tone pairs half an octave apart are heard ascending by some listeners and descending by others, systematically by the pitch class of the first tone
- 1986
O’Neillwith bankrolls fixed and known, the dollar auction has an exact solution: the first bidder opens with one committed bid, set by the bankroll bound, and the other rationally never answers
- 1986
LBL → UC Berkeley (Jacobson)the first of the Internet’s congestion collapses, October 1986: throughput on the LBL–UC Berkeley path falls from 32 kbit/s to 40 bit/s, as hosts retransmit into queues that are only slow
- 1986
MoulinGame Theory for the Social Sciences sets the guessing game: everyone names a number, the winner is closest to a fraction p of the average — solvable by iterated elimination of dominated choices, down to zero
- 1987
Bak, Tang & Wiesenfeldself-organized criticality: a sandpile tunes itself to the critical point and emits 1/f noise — no parameter set by hand
- 1987
Whitney & Mehlhaff“High-rise syndrome in cats”: 132 cats treated in New York after falls from high-rise windows — most survived, and injuries did not keep growing with the height of the fall
- 1987
Field“Relations between the statistics of natural images and the response properties of cortical cells”: natural scenes share an amplitude spectrum falling as 1/f, and the cortex’s octave-spaced oriented filters look matched to that structure — the start of natural-image statistics
- 1987
Pittel“On spreading a rumor”: the push round count is log₂ n + ln n + O(1) with high probability — the doubling and the long tail, sharpened
- 1987
Demers, Greene, Hauser, Irish, Larson, Shenker, Sturgis, Swinehart & Terryepidemic algorithms for replicated database maintenance (Xerox PARC, PODC 1987): anti-entropy and rumor mongering keep thousands of replicas consistent with no coordinator
- 1987
SorosThe Alchemy of Finance: reflexivity — market participants’ views change the fundamentals they are trying to read, so booms feed on the beliefs they confirm until the gap between belief and reality breaks them
- 1988
Daubechiescompactly-supported orthonormal wavelets — the basis inside JPEG 2000
- 1988
Suttontemporal-difference learning — update a prediction from a later, better prediction, with no model of the world; the bracket that becomes Q-learning
- 1988
Ramachandranperception of shape from shading: shaded discs pop out as bumps or dents at a glance, all assuming one light source — and one lit from above
- 1988
Lo & MacKinlay“Stock market prices do not follow random walks”: the variance-ratio test — the q-week variance of returns against q times the one-week variance — rejects the random walk for weekly US stock returns
- 1988
Jacobson & KarelsCongestion Avoidance and Control (SIGCOMM 1988): slow start, additive increase with multiplicative decrease, and a retransmit timer that tracks the round trip’s variance — the rules that keep the Internet from collapsing
- 1988
Fidgetimestamps that preserve the partial ordering of message-passing systems: one counter per process, so that comparing two stamps says exactly whether one event could have caused the other
- 1988
Ogata“Statistical Models for Earthquake Occurrences and Residual Analysis for Point Processes”: the epidemic-type aftershock sequence (ETAS) — every earthquake a Hawkes event that sets off its own aftershocks along an Omori-law kernel
- 1989
Laskarthe inner Solar System is chaotic, with a ~5-million-year horizon
- 1989
Mallatmultiresolution analysis + the fast wavelet transform
- 1989
Hart, Sandin & Kauffmandistance-estimated ray tracing — march a ray by a safe lower bound on the distance to the surface, which is what makes a 3D escape-time fractal renderable at all
- 1989
WatkinsQ-learning — a model-free, off-policy rule that provably converges to the optimal action-values just by trying, watching and updating
- 1989
Hamiltonthe Markov-switching model carries hidden-state inference into economics — reading booms and recessions as latent regimes behind the noise of GDP and returns
- 1989
GoldbergGenetic Algorithms in Search, Optimization, and Machine Learning carries the method out of Holland’s lab into mainstream engineering and optimization
- 1989
Kawasakishows that a vertex folds flat only if its alternate sector angles add to 180° — Kawasaki’s theorem, found independently by others at about the same time
- 1989
Biewenerlarger mammals stand straighter: effective mechanical advantage rises as M^0.26, cutting muscle and bone forces so peak bone stress stays roughly constant — until, near horse size, the legs are as straight as they get
- 1989
Nalebuff“The other person’s envelope is always greener”: two sealed envelopes, one holding twice the other — the argument that the other averages 1.25× yours approves swapping forever, and fails because no prior makes doubling and halving equally likely at every amount
- 1989
Chiu & Jainof the linear increase/decrease rules driven by one shared binary congestion signal, only additive increase with multiplicative decrease converges to an allocation both efficient and fair
- 1989
MatternVirtual Time and Global States of Distributed Systems: vector time found independently, and with it consistent snapshots of a system no one can see all at once
- 1989
Cristianprobabilistic clock synchronisation: read a time server, add half the round trip, and know the error is at most half the round trip — retrying until the trip is short enough
- 1989
Sterman (MIT)Modeling Managerial Behavior (Management Science 1989): players of the beer game, fitted by an anchoring-and-adjustment ordering rule, underweight the supply line — they forget what is already on order — and turn a single step in demand into large oscillations
- 1990
De Kepperfirst chemical Turing patterns seen in the lab (the CIMA reaction)
- 1990
Dharthe abelian sandpile: topplings commute, the recurrent states form a group, and the identity is a fractal
- 1990
Prusinkiewicz & LindenmayerThe Algorithmic Beauty of Plants gives L-systems a turtle to draw with, plus brackets, randomness and parameters — and lifelike ferns, trees and flowers fall straight out of the strings
- 1990
Hubble Space Telescopefirst light shows every star smeared: the primary mirror had been ground to the wrong shape, too flat at its edge by about 2.2 µm
- 1990
vos Savant“Ask Marilyn” answers the three-door question in Parade: switch. Some ten thousand letters reply that she is wrong — nearly a thousand signed with a PhD — until classrooms and simulations count it out at 2/3
- 1990
Itano, Heinzen, Bollinger & Winelandthe quantum Zeno effect in the laboratory: thousands of trapped beryllium ions driven between two levels and interrupted by up to 64 laser looks — the more often they were looked at, the less the transition happened (a driven transition, not a decay)
- 1990
Schilling“The longest run of heads”: in n fair flips the longest streak grows only like log₂ n, with a law so tight it reads almost as a constant — and a classroom test that catches the student who invented the tosses
- 1991
Shishikuraproves the Mandelbrot boundary has Hausdorff dimension 2
- 1991
Ashbaugh, Chicone & Cushmana rigorous account of the half-turn — the “tennis-racket theorem”, why the middle-axis flip is exactly periodic
- 1991
Haber & Stornetta (Bellcore)How to Time-Stamp a Digital Document (Journal of Cryptology 1991): link each record to the hash of the one before, so no time-stamp can be back-dated without redoing all that follow — the chain in the blockchain, cited by Nakamoto
- 1992
Nowak & Mayspatial games — cooperators and defectors on a grid form ever-shifting fractal patterns; structure alone sustains cooperation
- 1992
TesauroTD-Gammon reaches near-expert backgammon by playing millions of games against itself — temporal-difference learning, scaled up, beats hand-tuned programs
- 1992
Gordon, Webb & Wolpertanswers Kac — no: they build two different polygonal drums with exactly the same spectrum. You can hear the area and perimeter, but not the shape
- 1992
Nagel & Schreckenbergreduce traffic to four cellular-automaton rules — accelerate, brake, dawdle, move — and a phantom jam condenses out of nothing above a critical density, with no accident or bottleneck to cause it
- 1992
Bunimovich & Troubetzkoyprove the ant’s path is always unbounded from any finite start — so the highway must eventually emerge, though no shortcut says when
- 1992
Deutsch & Jozsaturn that into the first exponential separation — decide in a single query whether a function is constant or balanced, where every classical method needs many
- 1992
Dyson & Falkthe period of the discrete cat map — a scrambled N-pixel picture must return exactly, in at most 3N steps, on a schedule no smooth formula predicts
- 1992
Shinbrot, Grebogi, Wisdom & Yorkerun a real double pendulum on a bench and measure its trajectories diverging at λ ≈ 7.5 s⁻¹ — the textbook clock, hinged once more, certified chaotic in the laboratory
- 1992
Ajdari & Prostthe flashing ratchet — switch an asymmetric sawtooth potential on and off and diffusing particles are pumped one way with no net force applied: a rectified fluctuation, running as a machine
- 1992
Santandershows that the south-pointing chariot, driven on a curved surface, performs parallel transport — an ancient toy that measures curvature
- 1992
Ramachandran“Blind spots”: a bar passing through the blind spot is seen unbroken and a ring around it as a disc — the brain fills the hole from its surround
- 1992
Bouchaud“Weak ergodicity breaking and aging in disordered systems”: hop among traps whose depths are exponentially distributed and, below T_g, the mean trapping time diverges — the system ages, its relaxation time growing with its age
- 1992
Dwork & NaorPricing via Processing, or Combatting Junk Mail (CRYPTO ’92): make every message cost a moderately hard computation that is easy to check — the first proof of work
- 1992
Bikhchandani, Hirshleifer & Welch“A Theory of Fads, Fashion, Custom, and Cultural Change as Informational Cascades”: rational people who see their predecessors’ choices soon stop using their own information — after two agreeing choices everyone follows, the history stops carrying news, and the crowd can be confidently wrong
- 1992
Banerjee“A Simple Model of Herd Behavior”: people who act in sequence, each with a private hint and a view of what others chose, herd on one option — rationally — and the herd is inefficient, because the hints of those who follow it are lost
- 1993
Berrouturbo codes reach within a whisker of the Shannon limit
- 1993
Hubble Space Telescopethe first servicing mission fits COSTAR, corrective optics that undo the aberration in hardware
- 1994
Watts & Strogatz · Barabásipercolation transitions in real-world networks: internet, epidemics, markets
- 1994
Moss, Pierson & O'Gormandemonstrate stochastic resonance in biological neurons — sensory systems appear to operate near the optimal noise level for signal detection
- 1994
Shorfinds a quantum algorithm that factors large integers in polynomial time — breaking RSA in principle and turning a curiosity into a field with stakes
- 1994
Marchetti“Anthropological invariants in travel behavior”: about an hour a day of travel, from villages to megacities — Marchetti’s constant
- 1994
Nijhawana flash aligned with a moving bar is seen trailing it — proposed as motion extrapolation, the visual system reporting where a moving thing is now rather than where it was when the light left it
- 1994
Trick & Pylyshynwhy small and large numbers are enumerated differently: a limited-capacity, preattentive stage individuates about four items at once — the subitizing span
- 1994
Ruderman & Bialek“Statistics of natural images: scaling in the woods”: photographs of forest scenes are scale-invariant and strongly non-Gaussian — their local contrast has long exponential tails a Gaussian field of the same spectrum never shows
- 1994
Azar, Broder, Karlin & UpfalBalanced Allocations (STOC 1994): let each ball take the less loaded of d random bins and the fullest drops to ln ln n / ln d + O(1) — exponentially better, for one more look
- 1994
Arthur“Inductive Reasoning and Bounded Rationality”: a hundred people and a bar that is fun only if fewer than sixty go. No forecast everyone shares can be right, so each keeps private predictors and acts on the best — and attendance settles around sixty with no one able to foresee it
- 1995
Englert–Greenberger–Yasinpin down the exact duality relation V² + D² ≤ 1
- 1995
Cornell, Wieman & Ketterlethe first gaseous BEC, at JILA and MIT (Nobel 2001)
- 1995
Vicsekthe minimal model — collective motion as a true phase transition
- 1995
Space Flyer UnitJapan’s Space Flyer Unit carries a Miura-folded two-dimensional solar array into orbit and deploys it
- 1995
Adelsonthe checker-shadow image: a tile in shadow and a tile in light of identical luminance are seen as a light square and a dark one — the percept follows the paint, not the pixel
- 1995
Plamondon“A kinematic theory of rapid human movements”: a fluent stroke is the impulse response of a neuromuscular system, its speed profile a lognormal bell — handwriting a chain of such overlapping impulses
- 1995
Nagel“Unraveling in Guessing Games”: the p-beauty contest played in the laboratory — first-round choices cluster near 50p and 50p², steps of reasoning from a naive 50, and repeated rounds against the last published average fall toward the equilibrium
- 1995
Stahl & Wilson“On Players’ Models of Other Players”: players sorted by how many steps they think — level 0 acts at random, level 1 best-responds to level 0, level 2 to level 1 — fitted to experimental choices
- 1996
Grovershows a quantum computer can find a marked item in an unsorted list of N in about √N steps — a provably optimal quadratic speedup
- 1996
Parrondotwo games of chance, each losing on its own, alternate into a steady winner — devised as the game-theoretic shadow of the flashing ratchet (christened “Parrondo’s paradox” by Harmer & Abbott, 1999)
- 1996
Tennekes“The Simple Science of Flight”: the great flight diagram — insects, birds and airliners on one log–log line, wing loading ∝ W^1/3
- 1996
Tibshiranithe lasso — least squares with an ℓ₁ penalty, which sets most coefficients exactly to zero
- 1996
Schreiber & Schmitz“Improved surrogate data for nonlinearity tests”: alternate between imposing a signal’s amplitude spectrum and its exact value distribution until both hold — the honest fake that keeps the linear statistics and loses everything else
- 1996
Mitzenmacherthe supermarket model (PhD thesis, Berkeley): with two choices the fraction of queues holding at least i jobs falls as λ^(2ⁱ − 1), doubly exponentially — found independently the same year by Vvedenskaya, Dobrushin & Karpelevich
- 1997
West, Brown & Enquistderive 3/4 from a space-filling, area-preserving branching network ending in an invariant capillary — the quarter powers of biology as the geometry of supply
- 1997
Levine“Rest heart rate and life expectancy”: across mammals the two are inversely related on a log–log plot, so beats per lifetime come out roughly constant — humans the long-lived exception
- 1997
Luck & Vogelchange detection with coloured squares: visual working memory holds about four items, and about as many when each item binds several features
- 1997
Rensink, O’Regan & Clark“To see or not to see”: with a brief blank between two alternating pictures, large changes go unseen for many seconds — change blindness, the flicker paradigm
- 1997
Mathis, Semke, Mahdavi & Ottthe macroscopic behaviour of TCP congestion avoidance: throughput ≈ (MSS / RTT)·C / √p, with C = √(3/2) for periodic loss
- 1997
Karger, Lehman, Leighton, Levine, Lewin & Panigrahyconsistent hashing (STOC 1997): hash caches and pages onto one circle and give each page to the next cache clockwise, so a cache joining or leaving moves only its neighbour’s share — built to relieve hot spots on the web, and the seed of Akamai
- 1997
Lee, Padmanabhan & WhangInformation Distortion in a Supply Chain: The Bullwhip Effect (Management Science 1997): order variance grows upstream even for rational managers, from four causes — demand-signal processing, rationing, order batching and price swings — and sharing sell-through data is a cure
- 1997
Challet & Zhangthe minority game: El Farol reduced to two sides and a binary memory — agents with a few random strategies each, scored by whether they chose the minority — an exactly specified laboratory for adaptive crowds
- 1997
Brock & Hommes“A Rational Route to Randomness”: producers switch between a costly rational predictor and a free naive one by recent profit; as the intensity of choice grows the steady price loses stability by period doubling and the market turns chaotic
- 1997
Anderson & Holt“Information Cascades in the Laboratory”: students guessing which of two urns a ball was drawn from, each seeing one private draw and the guesses before them — cascades formed in the lab much as the theory predicts, including ones on the wrong urn
- 1997
Strathern“‘Improving Ratings’: Audit in the British University System” (European Review): an anthropologist on the audit explosion gives Goodhart the wording now quoted as his law — when a measure becomes a target, it ceases to be a good measure
- 1998
Watts & Strogatzsmall-world networks — a few long-range links collapse the distance a contagion must travel
- 1998
Page & BrinPageRank — rank the web by its link structure alone; a random surfer’s equilibrium, and the founding of Google
- 1998
Gammaitoni, Hänggi, Jung & Marchesonipublish the landmark review of stochastic resonance, establishing it as a universal phenomenon in nonlinear noisy systems
- 1998
Whitney & Murakami“latency difference, not spatial extrapolation”: a moving object that abruptly reverses is not seen overshooting the turn — moving and flashed stimuli reach awareness at different delays
- 1998
Sun & Perona“Where is the sun?”: the light the visual system assumes for shaded shapes sits above and somewhat to the left, not straight overhead
- 1998
Kelly, Maulloo & Tanrate control as distributed optimisation — shadow prices and proportional fairness: additive-increase, multiplicative-decrease senders solve a global utility problem no one writes down, and stably
- 1998
Morris & Shin“Unique Equilibrium in a Model of Self-Fulfilling Currency Attacks”: give each speculator a slightly noisy private view of the fundamental and the two self-fulfilling equilibria collapse to one threshold — the multiplicity was an artefact of common knowledge
- 1998
Brock & Hommes“Heterogeneous Beliefs and Routes to Chaos in a Simple Asset Pricing Model”: fundamentalists and trend-chasers switching by realised profit — as the intensity of choice rises the fundamental price loses stability and bubbles and crashes come from inside the market
- 1999
Jos Stam“Stable Fluids” — an unconditionally stable solver; real-time fluids in a browser
- 1999
Barabási & AlbertEmergence of scaling in random networks — growth plus preferential attachment breeds a scale-free degree distribution P(k) ~ k⁻³, the hubs of the web made inevitable
- 1999
Miao, Sayre et al.image a non-crystalline specimen from its oversampled X-ray diffraction alone — coherent diffraction imaging
- 1999
Gilchrist et al.an anchoring theory of lightness: the highest luminance in a framework of illumination is seen as white, and a surface’s lightness is a weighted compromise between its local and its global framework
- 1999
VöckingHow Asymmetry Helps Load Balancing (FOCS 1999): split the bins into d groups, take one from each and break ties to the left — the fullest holds ln ln n / (d ln φ_d) + O(1), better than any symmetric rule
- 1999
Castro & Liskov (MIT)Practical Byzantine Fault Tolerance (OSDI 1999): a replicated service that stays correct with up to f Byzantine replicas out of 3f + 1, fast enough to run a real file system — the template for later Byzantine-tolerant replication
- 1999
Savit, Manuca & Riolo“Adaptive Competition, Market Efficiency, and Phase Transitions”: the crowd’s volatility σ²/N depends on memory and size only through 2^m/N — below a critical value the agents herd and do worse than coin tosses, above it they coordinate better than chance
- 1999
Lux & Marchesi“Scaling and Criticality in a Stochastic Multi-Agent Model of a Financial Market”: chartists and fundamentalists switching among themselves reproduce fat tails and clustered volatility while news arrives as plain Gaussian noise
- 2000
Nakagaki, Yamada & Tótha brainless slime mould (Physarum polycephalum) finds the shortest path through a maze between two food sources — solving a problem with its body, not a nervous system (Ig Nobel, 2008)
- 2000
Drăgulescu & Yakovenkothe statistical mechanics of money — if agents conserve and randomly swap it, wealth relaxes to the exponential Boltzmann–Gibbs law, money as energy
- 2000
Chakraborti & Chakrabartilet each agent save a fixed fraction before trading and the exponential becomes a peaked Gamma distribution — a self-organised middle class
- 2000
Bouchaud & Mézarda wealth model where multiplicative luck plus exchange can condense almost all the money onto a vanishing fraction of agents — economic oligarchy as a phase
- 2000
Brussthe odds theorem — a single one-line rule for a whole class of stopping problems: sum the odds of the remaining trials and stop the moment that sum passes one; the 1/e law falls out as a special case
- 2000
Eagleman & Sejnowskithe flash-lag survives when motion starts at the flash and vanishes when motion stops there — what is seen at the flash is assembled from what happens just after it: postdiction
- 2000
Simons, Franconeri & Reimerchange blindness without any disruption: a large region of a scene changing slowly enough is often missed even by observers watching for a change
- 2000
Kofman & Kurizki“Acceleration of quantum decay processes by frequent observations”: for most real reservoirs, looking at the wrong tempo speeds the decay up — the anti-Zeno effect, the rate set by the reservoir’s spectrum seen through the looks
- 2000
MitzenmacherHow useful is old information? With load reports out of date, asking every server sends the whole herd to the same short queue; two random choices do better than all
- 2000
Karp, Schindelhauer, Shenker & Vöckingrandomized rumor spreading (FOCS 2000): push and pull together finish in O(log n) rounds, and with the right stopping rule in O(n log log n) messages
- 2000
Chen, Drezner, Ryan & Simchi-LeviQuantifying the Bullwhip Effect in a Simple Supply Chain (Management Science 2000): for an order-up-to stage forecasting by a p-period moving average, a lower bound on the variance amplification in the lead time and p — reduced, never removed, by centralising demand information
- 2001
Pastor-Satorras & Vespignanion scale-free networks the epidemic threshold can vanish — hubs change everything
- 2001
Jaegerintroduces the Echo State Network: leave a large random recurrent net fixed and train only a linear readout off its activity — turning recurrent learning into one cheap regression
- 2001
Hubbard, Schleicher & Sutherlandhow to find all roots of a polynomial by Newton’s method — a universal grid of starting points that cannot miss, Cayley’s question finally engineered
- 2001
Dodds, Rothman & Weitz“Re-examination of the 3/4-law of metabolism”: re-analysing the classic data, the case for 3/4 over 2/3 is far weaker than its fame — 2/3 cannot be rejected
- 2001
Mamassian & Goutcherprior knowledge on the illumination position, measured as a Bayesian prior: biased toward above-left rather than directly above
- 2001
Cowan“The magical number 4 in short-term memory”: across many procedures, the capacity of the focus of attention is about four chunks, not seven
- 2001
Fischer, Gutiérrez-Medina & Raizenboth effects in one unstable system: cold sodium atoms tunnelling out of an accelerated optical lattice decayed slower when interrupted often and faster when interrupted at a longer interval — Zeno and anti-Zeno, observed
- 2001
Stoica, Morris, Karger, Kaashoek & BalakrishnanChord (SIGCOMM 2001): a peer-to-peer lookup in which each node keeps only O(log n) fingers on the ring, and a key is found in about ½ log₂ n hops with no central directory
- 2001
Cont“Empirical Properties of Asset Returns: Stylized Facts and Statistical Issues”: returns have almost no autocorrelation, but heavy tails and volatility clustering — the autocorrelation of absolute returns decays slowly
- 2002
Couzinmaps the switch between swarm, torus and aligned flock
- 2002
Maass, Natschläger & Markramarrives at the same idea from neuroscience — the Liquid State Machine: a spiking cortical microcircuit as a fixed “liquid” whose ripples a simple readout decodes
- 2002
WolframA New Kind of Science argues computational irreducibility is generic — that for most simple programs the only way to know the outcome is to run them
- 2002
Auer, Cesa-Bianchi & FischerUCB1 — act on the upper confidence bound of each arm, optimism in the face of uncertainty, and achieve logarithmic regret with a simple, finite-time, distribution-free rule
- 2002
Kapovich & Millsonprove Kempe’s theorem rigorously, closing the gap in his argument by bracing the parallelograms and contraparallelograms so they cannot flip — and show that the configuration spaces of planar linkages are as varied as compact real algebraic sets
- 2002
Roughgarden & Tardos“How bad is selfish routing?”: with linear latencies the selfish equilibrium never costs more than 4/3 of the optimum, on any network — and Pigou’s two roads already attain it
- 2002
Maslov & Sneppen“Specificity and stability in topology of protein networks”: randomise a network by repeated degree-preserving edge swaps — the null model that keeps every node’s degree and asks what the wiring adds
- 2002
Holme & Kim“Growing scale-free networks with tunable clustering”: preferential attachment plus a triad-formation step — newcomers linking to friends of the people they meet — gives hubs and high clustering at once
- 2002
Bandt & Pompe“Permutation entropy: a natural complexity measure for time series”: count how often each ordering of consecutive samples occurs, and take the entropy of that census — order read without any model of the values
- 2002
Motter & LaiCascade-based attacks on complex networks (Phys. Rev. E 2002): every node carries the load routed through it and a capacity (1 + α) times that first load; take out one heavily loaded node and the load it shed can bring down much of the network
- 2002
BackHashcash — a denial-of-service counter-measure (proposed 1997, written up 2002): find a nonce whose hash starts with enough zero bits; costly to make, free to check — the lottery every Bitcoin block wins
- 2002
Morris & Shin“Social Value of Public Information”: a public announcement is common knowledge, so where actions must coordinate it is weighted beyond its accuracy — everyone moves on it at once, and more precise public information can make outcomes worse
- 2003
Galperin“playing pool with π” — two blocks and a wall count their own collisions to 3, 31, 314, 3141…: a mass ratio of 100^(d−1) spells the first d digits of π
- 2003
White & Seymourbasal metabolic rate of 619 mammal species, corrected for body temperature and digestive state, scales as M^2/3 — Rubner’s exponent, back from the dead
- 2003
Ashbysets out every relativistic effect in GPS — the orbiting clocks run fast by about 38 µs a day, weaker gravity’s gain outrunning motion’s loss — and how the system corrects them
- 2003
Siegler & Opferthe development of numerical estimation: children place numbers on a line logarithmically, older children and adults linearly — the log-to-linear shift
- 2003
Gál & Miltersena paper on the cell-probe complexity of succinct data structures poses the hundred prisoners: fifty opens each, no words between them — and the strategy that follows each slip to the next box frees them about three times in ten instead of never
- 2003
Waterland & Jirtlea mother mouse’s diet shifts the DNA methylation of her pups’ agouti gene — and their coat — without touching the sequence: one narrow, marked channel past Weismann’s wall
- 2003
the North American gridthe Northeast blackout of 14 August 2003: overloaded lines in Ohio sagged into trees while an alarm system was down, and a cascade of trips left some fifty million people in the north-eastern United States and Ontario without power
- 2003
Morris & Shin“Global Games: Theory and Applications”: with a public signal of precision α beside private signals of precision β, the threshold equilibrium is unique only while α²/β ≤ 2π — public information that is too precise restores the multiplicity
- 2004
Cookproves Rule 110 is Turing-complete — a universal computer
- 2004
Camerer, Ho & Chong“A Cognitive Hierarchy Model of Games”: thinking levels Poisson-distributed with mean τ, each level best-responding to the mix of levels below it — one parameter, an average of about 1.5 steps across many games
- 2005
Strogatzthe Millennium Bridge wobble: pedestrians lock step with the sway
- 2005
Nobel — Schellingthe Sveriges Riksbank Prize to Schelling (with Aumann) for game-theoretic analysis of conflict and cooperation — the segregation model among its legacy
- 2005
Goldstein & Pauzner“Demand–Deposit Contracts and the Probability of Bank Runs”: Diamond–Dybvig as a global game — a unique equilibrium in which depositors run below a threshold of the fundamentals, so the probability of a run is determined, and set by the deposit contract
- 2006
Candès, Romberg & Taoprove a sparse signal is recovered exactly from far fewer random Fourier samples than Nyquist asks — by ℓ₁ minimisation
- 2006
Donohonames it compressed sensing: measure a few random projections, recover the sparse signal by ℓ₁
- 2006
Curtin & Warshauer“The Locker Puzzle” in The Mathematical Intelligencer: the hundred prisoners as a hundred lockers, the cycle strategy’s 1 − ln 2 in the limit — and the proof that no strategy does better
- 2007
Chatterjee, Templin & Campbellestimate Argentavis magnificens, the largest known flying bird, at about 70 kg with a 7 m span — too heavy to flap for long, a thermal and slope soarer
- 2007
Bettencourt, Lobo, Helbing, Kühnert & West“Growth, innovation, scaling, and the pace of life in cities”: socioeconomic outputs grow superlinearly with population (≈ 1.1–1.3), infrastructure sublinearly (≈ 0.8)
- 2007
DeCandia et al. (Amazon)Dynamo (SOSP 2007): Amazon’s always-writable key-value store, partitioned by consistent hashing with virtual nodes and replicated around the ring
- 2008
Ballerinireal murmurations: each bird tracks ~7 neighbours, by rank not distance
- 2008
Sugiyama et al.drives 22 cars around a single-lane ring told only to hold a steady speed — and a stop-and-go jam forms on its own and crawls backward, proving the model right on a real circular track
- 2008
Abbott“Generalizations of Kempe’s universality theorem”: a careful modern construction that also counts the bars a curve of given degree needs
- 2008
Savage, Deeds & Fontana“Sizing up allometric scaling theory”: work out the West–Brown–Enquist network for finite animals — real networks are far from the infinite limit, and the predicted exponent at realistic sizes departs from 3/4
- 2008
Duarte, Baraniuk et al.build a single-pixel camera — a micromirror array, one photodiode, and ℓ₁ recovery
- 2008
Geier, Bernáth, Hudák & Sérabend the streets of a Hermann grid and the ghosts vanish — though a centre–surround filter still predicts them: straightness, not lateral inhibition alone, decides
- 2008
Zhang & Luckdiscrete fixed-resolution representations in visual working memory: a few slots, each holding one item at a fixed precision, the rest guessed
- 2008
Bays & Husaindynamic shifts of a limited working-memory resource: precision falls smoothly as the resource is shared among more items — no fixed item limit
- 2008
Dehaene, Izard, Spelke & Pica“Log or linear?”: Mundurucu adults with little formal schooling map number onto space logarithmically — the linear line is a cultural acquisition
- 2008
Halberda, Mazzocco & Feigensonindividual differences in the acuity of the approximate number system — the Weber fraction w measured at age 14 — correlate with school mathematics achievement years back
- 2008
Filatrella, Nielsen & PedersenAnalysis of a power grid using a Kuramoto-like model (Eur. Phys. J. B 2008): generators and consumers as rotors obeying the swing equation — a Kuramoto model with inertia — whose phase-locked states are the grid in step
- 2008
NakamotoBitcoin: A Peer-to-Peer Electronic Cash System (2008): a time-stamp chain extended by proof of work, every node keeping the longest; an attacker below half the hash power catches up with odds that fall exponentially in the confirmations — the §11 table
- 2009
White & Nylanderthe Mandelbulb — take the nth power of a point in spherical coordinates and z → zⁿ + c becomes a 3D fractal with genuine surface detail
- 2009
Lukoševičius & Jaegerunify the two strands under one name — reservoir computing — and set the practical recipe: tune the spectral radius, leak rate and input scaling, then fit the readout
- 2009
Beck & TeboulleFISTA — iterative shrinkage with momentum, converging as 1/k² instead of 1/k
- 2009
Donoho & Tannermap where ℓ₁ recovery succeeds — a sharp phase transition over (M/N, k/M), observed to be universal across random matrices
- 2010
Jonesreproduces Physarum as a multi-agent model: thousands of particles that sense, steer toward, and deposit a chemoattractant trail — from which transport networks emerge with no central control
- 2010
Tero et al.fed oat flakes at the 36 cities around Tokyo, the slime grows a network rivalling the real rail map on cost, efficiency and fault-tolerance — and they distil it to an adaptive-conductivity rule
- 2010
Lineweaver & Norman“The potato radius”: below about 200 km (icy) to 300 km (rocky) a body is not pulled round by its own gravity — the size at which a potato becomes a sphere
- 2010
the Flash Crash6 May 2010: US stock indices and E-mini S&P 500 futures fell about nine per cent within minutes and recovered most of it within the hour; the joint CFTC–SEC report traced the start to one large automated sell programme in E-minis amid fast-reacting algorithmic trading
- 2011
Eloy“Leonardo’s rule, self-similarity, and wind-induced stresses in trees”: area-preserving branching follows when every branch resists the wind with the same stress
- 2011
Esmaeilzadeh et al.“Dark silicon and the end of multicore scaling”: with the voltage stuck, a growing share of each chip must stay powered off to stay within its power budget
- 2012
Krizhevsky, Sutskever & HintonAlexNet: the same gradient descent, scaled to GPUs, wins ImageNet and ignites deep learning
- 2012
Sugihara et al.convergent cross mapping — “shadow manifolds” turn reconstruction into a test for causation between time series
- 2012
Rohden, Sorge, Timme & WitthautSelf-organized synchronization in decentralized power grids (PRL 2012): spreading generation over many small sources makes a grid more sensitive to dynamical perturbations but more robust to line failures, and can ease the onset of synchrony
- 2012
Witthaut & TimmeBraess’s paradox in oscillator networks, desynchronization and power outage (New J. Phys. 2012): adding a line to an oscillator network can destroy its phase-locked state — and in a power grid, losing sync is an outage
- 2012
Filimonov & Sornette“Quantifying Reflexivity in Financial Markets: Toward a Prediction of Flash Crashes” (Physical Review E): the Hawkes branching ratio read as a market’s reflexivity — on E-mini S&P 500 futures the share of price changes due to revealed exogenous news fell from about 70 % in 1998 to under 30 % from 2007
- 2013
Bettencourt“The origins of scaling in cities”: people mixing on a growing road network give infrastructure ∝ N^5/6 and social interactions ∝ N^7/6
- 2013
Dörfler, Chertkov & BulloSynchronization in complex oscillator networks and smart grids (PNAS 2013): a closed-form test on the network itself — ‖Bᵀ L† ω‖∞ below sin γ — for a unique stable synchronised state with every line angle under γ, accurate on IEEE test grids and random networks
- 2013
Eyal & Sirer (Cornell)Majority is not Enough: Bitcoin Mining is Vulnerable (2013; Financial Cryptography 2014): a pool that withholds its blocks and publishes to orphan the honest chain earns more than its share once α > (1 − γ)/(3 − 2γ)
- 2013
Hardiman, Bercot & Bouchaud“Critical Reflexivity in Financial Markets: a Hawkes Process Analysis”: fitted with a long-memory power-law kernel, the E-mini’s branching ratio sits at the critical value one throughout 1998–2011 — the rising trend found with short exponential kernels was largely the kernel’s shape
- 2014
Bousch“La quatrième tour de Hanoï”: the Frame–Stewart number is optimal for four pegs — a conjecture of 73 years, closed
- 2014
RosenfeldAnalysis of Hashrate-Based Double Spending (2014): the attacker’s blocks during the wait are negative-binomial, not Poisson, giving an exact closed form — 0.178 % at q = 10 %, five confirmations, about twice Nakamoto’s figure
- 2015
DeepMindthe Deep Q-Network learns to play 49 Atari games from raw pixels and the score alone, at human level — Q-learning with a deep net as the value function
- 2015
Sohl-Dickstein et al.deep unsupervised learning by nonequilibrium thermodynamics — destroy data with a slow diffusion, then train a network to reverse each step
- 2015
Lafer-Sousa, Hermann & Conway1,401 people describe the 2015 dress photograph: 57 % blue/black, 30 % white/gold, 11 % blue/brown — the split read as different assumptions about the light
- 2016
DeepMindAlphaGo defeats Lee Sedol at Go — self-play reinforcement learning plus tree search solves a game long thought a decade away
- 2016
Guminreleases Wave Function Collapse — a constraint-propagation tiler that learns adjacencies from one sample image — and procedural generation never looks back
- 2016
Lin & Tegmark“Critical behavior in physics and probabilistic formal languages”: in music, text and DNA the dependence between symbols decays slowly, as a power law of distance — a Markov chain’s dies off exponentially
- 2016
Hardt, Megiddo, Papadimitriou & Wootters“Strategic Classification” (ITCS): classification as a game — the classifier is published first, and the people it classifies then change their features at a cost to earn a better label
- 2017
Morishima et al.three independent muon techniques see the same excess inside the Great Pyramid — a void some 30 m long that no one has entered
- 2017
Wallischillumination assumptions account for the split: people who took the dress to be in shadow tended to see it white and gold
- 2018
Pathak, Ott et al.a reservoir trained only on data forecasts a chaotic system for several Lyapunov times and even recovers its attractor — model-free prediction right up to the horizon chaos allows
- 2018
Manheim & Garrabrant“Categorizing Variants of Goodhart’s Law”: four mechanisms — regressional (selecting on a noisy proxy also selects the noise), extremal (at extreme values the proxy and the goal part company), causal and adversarial
- 2019
Event Horizon Telescopephotographs a black hole's shadow for the first time
- 2019
Song & Ermonscore-based generative modelling — learn the gradient of the log-density and sample by following it with Langevin dynamics
- 2019
Google Quantum AISycamore (53 qubits) samples a random circuit in 200 seconds that they estimate would take a classical supercomputer millennia — the first claimed quantum advantage
- 2019
ChanLenia — Conway’s Life let go of its grid: continuous in space, time and state, one differential update grows a whole zoo of smooth, self-propelled organisms
- 2019
Brownshows the bouncing blocks are Grover’s quantum search in disguise — the same 2θ rotation per step, the same ⌊π/θ⌋ count, one run in wood and one in amplitude
- 2019
Petersthe ergodicity problem in economics — for multiplicative wealth the time average is not the ensemble average, so a gamble can enrich the average while ruining almost everyone: a century of utility puzzles reread as one confusion of averages
- 2019
Goldbogen et al.record the heart of a free-diving blue whale: 4–8 beats a minute at depth, as low as 2, rising to 25–37 at the surface — the slowest heart measured in the largest animal
- 2020
Ho, Jain & Abbeeldenoising diffusion probabilistic models — the clean recipe that made diffusion the engine behind modern image generators
- 2020
Li, Joo, Yeatman & Reineckethe virtual chinrest: a card match gives the screen’s scale and the blind spot’s entry point (taken at about 13.5°) the viewing distance — psychophysics in any browser, in degrees of visual angle
- 2020
Super-Kamiokandeno p → e⁺π⁰ candidate in 450 kiloton-years of water: τ > 2.4×10³⁴ years at 90% confidence — an experimental lower bound built entirely from counted zeros
- 2020
Perdomo, Zrnic, Mendler-Dünner & Hardt“Performative Prediction” (ICML): when predictions shape what they predict, retraining converges to a performatively stable point if the data move less than γ/β per unit change of the model — calibrated against the future it causes, of nearly minimal loss, but not in general the performative optimum
- 2021
Song et al.unifies diffusion as a reverse-time SDE with a deterministic probability-flow ODE twin — one framework for every sampler
- 2022
Aspect, Clauser & Zeilingerthe Nobel for the experiments proving the world is not locally real
- 2022
Gao, Schulman & Hilton“Scaling Laws for Reward Model Overoptimization”: optimise against a learned proxy reward and a fixed gold reward rises, then falls; for best-of-n sampling it follows d(α − βd) in d = √KL
- 2023
Smith, Myers, Kaplan & Goodman-Straussfind the “hat”, a single tile — an einstein — that tiles the plane only aperiodically, ending a sixty-year search for one stone that never repeats
- 2023
Procureur et al.muon detectors from several sides pin a corridor behind the Great Pyramid’s north face; an endoscope through a joint then sees it
- 2024
Hopfield & Hintonthe Nobel Prize in Physics for the physics of memory and learning in neural networks
- 2024
bbchallengea distributed, machine-verified proof settles S(5) = 47,176,870 — every 5-state machine now known to halt or run forever, sixty years after the question was posed