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How did a computer scientist such as Geoffrey Hinton manage to win a Nobel Prize in physics when computer science already has its own Nobel Prize equivalent in the Turing Awards?

Last Updated: 18.06.2025 03:21

How did a computer scientist such as Geoffrey Hinton manage to win a Nobel Prize in physics when computer science already has its own Nobel Prize equivalent in the Turing Awards?

(Mumbles of assent)

(Bob Dylan, Nobel Prize for Literature, 2016)

[Younger voice] "But wait a minute, Ising-Lenz goes back to the 1920's. And didn't Hinton plagiarise rather a lot? He also didn't invent modern backprop, did he, that's Linnainmaa? And Amari preceded Hopfield, too. That's not a good look."

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In awarding prizes, the Nobel Committees often seem only marginally more competent than MTG is at explaining meteorology. And if they can give a literature prize for lyrics like:

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^* Fibiger got the 1926 Medicine prize for the discovery of Spiroptera carcinoma (Don’t ask).

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"Naah, Linnainmaa is a Finn. Can't give it to a bloody Finnish mathematician. Let's go for drinks. Brännvin anyone?"

They then move on to selectively provide their own version of history. But hey, it’s OK. They wanted controversy, didn’t they? Whatever.

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There you go.^†

Whatever.

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Fortunately, we are privy to the discussion that led up to this:

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[The basic structure of artificial neural networks] has close similarities with spin models in statistical physics applied to magnetism or alloy theory. This year’s Nobel Prize in Physics recognizes research exploiting this connection to make breakthrough methodological advances in the field of ANN.

^† They rationalise their decision thusly:

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… then anything is possible. There’s no rule that a Nobel Prize has to make sense.^*

"Didn't he do something with Boltzmann in it? That sounds physics-y. RBMs and stuff, eh?"

"Good idea, but how can we wangle something that says 'Physics'?"

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[Older voice] "Mmm. What about Hinton, he's widely regarded? Nobody got fired for buying IBM"

Whatever.

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"Where can we shoehorn it in? Chemistry is easy 'cos AlphaFold; but what about physics? A bit more challenging, right?"

"Hey guys, AI is pretty big so let's centre our prizes on it this year. We can get some attention, and it's all about advertising, at the end of the day, isn't it?"

"Good point, I'm sure we can swing it. And let's tack on Hopfield while we're about it."

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