English

Moving boundaries: An appreciation of John Hopfield

History and Philosophy of Physics 2024-12-26 v1 Disordered Systems and Neural Networks Machine Learning Neurons and Cognition Other Quantitative Biology

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.

Keywords

Cite

@article{arxiv.2412.18030,
  title  = {Moving boundaries: An appreciation of John Hopfield},
  author = {William Bialek},
  journal= {arXiv preprint arXiv:2412.18030},
  year   = {2024}
}