The Nobel Prizes go to neural networks
Hopfield and Hinton win the physics prize for the foundations of machine learning; the next day Hassabis, Jumper and Baker win chemistry for protein structure; the field's founders are canonised.
what had to happen · 40 events back to 1943
Every event this one built on, transitively, in order. Direct influences are marked.
00 · One neuron · 1
I · Foundations · 9
- 1948A mathematical theory of communication
- 1949Cells that fire together wire together
- 1950Programming a computer for playing chess
- 1958The perceptron learns
- 1959Samuel's checkers program coins 'machine learning'
- 1960ADALINE and the least-mean-squares rule
- 1965Moore's law
- 1969Perceptrons
- 1970Reverse-mode automatic differentiation
W1 · The first winter · 2
II · Connection · 3
- 1982The Hopfield networkdirect
- 1985The Boltzmann machine
- 1986Backpropagationdirect
W2 · The second winter · 6
III · Statistics and data · 8
IV · Deep learning · 8
V · Transformers · 3
On 8 October 2024 the Royal Swedish Academy of Sciences awarded the Nobel Prize in Physics to John Hopfield and Geoffrey Hinton "for foundational discoveries and inventions that enable machine learning with artificial neural networks", citing the Hopfield network of 1982 and the Boltzmann machine of 1985. Physicists argued about whether the work was physics. The next day the chemistry prize went half to David Baker for computational protein design and half to Demis Hassabis and John Jumper for AlphaFold, four years after CASP14, one of the fastest recognitions in the prize's history.
Hinton took the call in a hotel in California and said he was flabbergasted. He used the press conference and later the Nobel lecture to repeat the warning he had given on leaving Google: that the technology might become more intelligent than its makers and that no one knew how to keep it under control.
The prizes are on this timeline as the moment the establishment of science absorbed the field. Work that had been unfundable in 1975 and unfashionable in 1995 was, by 2024, the most honoured research in the world, and the same year's laureate was its most prominent doubter.
what it led to · 0 events downstream
A leaf, for now. Nothing in the archive has built on it yet.
sources · 2
- The Nobel Prize in Physics 2024 (summary) announcement
- The Nobel Prize in Chemistry 2024 (summary) announcement