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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?

10.06.2025 08:27

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?

When he's standing, in front of you

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[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."

[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.

There you go.^†

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

"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?"

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

(Bob Dylan, Nobel Prize for Literature, 2016)

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

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

^† They rationalise their decision thusly:

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

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Whatever.

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

Whatever.

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

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

(Mumbles of assent)

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

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