AI Research

AI & ML Research Papers

A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.

All Papers

2 papers

PreprintarXiv.org2026

There Will Be a Scientific Theory of Deep Learning

James B. Simon, D. Kunin, Alexander Atanasov, et al.

This paper argues that a scientific theory of deep learning is emerging, characterized by five growing bodies of work that form a 'learning mechanics' perspective.

15Apr 23, 2026Neural Networks

arXiv

JournalNature2022

Deep physical neural networks trained with backpropagation

Logan G. Wright, Tatsuhiro Onodera, Martin M. Stein, et al.

Introduces physics-aware training, a hybrid algorithm that applies backpropagation to train deep physical neural networks made from diverse physical substrates like optics, mechanics, and electronics.

731Jan 26, 2022Neural Networks

arXiv