Moving boundaries: An appreciation of John Hopfield

William Bialek

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arXiv · 2412.18030

Moving boundaries: An appreciation of John Hopfield

William Bialek

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Abstract

The 2024 Nobel Prize in Physics was awarded to John Hopfield and Geoffrey Hinton, "for foundational discoveries and inventions that enable machine learning with artificial neural networks." As noted by the Nobel committee, their work moved the boundaries of physics. This is a brief reflection on Hopfield's work, its implications for the emergence of biological physics as a part of physics, the path from his early papers to the modern revolution in artificial intelligence, and prospects for the future.

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physics.hist-ph cond-mat.dis-nn cs.LG q-bio.NC q-bio.OT

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William Bialek. 2024-12-23. Moving boundaries: An appreciation of John Hopfield. https://arxiv.org/abs/2412.18030

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