Connectionists: 2024 Nobel Prize in Physics goes to Hopfield and Hinton
James V Stone
j.v.stone at sheffield.ac.uk
Tue Oct 8 16:30:14 EDT 2024
A snippet of history.
How the Boltzmann Machine was born:
"John Hopfield gave a talk, and I was sitting next to Geoff Hinton, and Hopfield was saying, “We could do optimisation here”, . . . and that was something we were interested in. I had just read an article by Scott Kirkpatrick on simulated annealing, and I said, “Geoff, we could heat it up, we could heat up the Hopfield network by adding a temperature”, so instead of always going downhill sometimes you pop up and with that, if you slowly cool it we can find the optimal solution. . . . It turns out something magical happens when you heat up a Hopfield network: it becomes capable of learning the weights to a multi-layer network; which is the first time that had been done."
T Sejnowski, 2023.
Quoted from: The Artificial Intelligence Papers: Original Research Papers With Tutorial Commentaries.
TOC and Chapter 1: https://jamesstone.sites.sheffield.ac.uk/books
--
James V Stone
Visiting Professor,
Sheffield University, UK.
Web: https://jamesstone.sites.sheffield.ac.uk/books
> On 8 Oct 2024, at 11:19, Barak A. Pearlmutter <barak at pearlmutter.net> wrote:
>
> The Nobel Prize in Physics 2024 was awarded to John J. Hopfield and
> Geoffrey E. Hinton "for foundational discoveries and inventions that
> enable machine learning with artificial neural networks"
>
> https://www.nobelprize.org/prizes/physics/2024/summary/
>
> Congratulations, and well deserved!
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