Haim Sompolinsky

Statistical Mechanics of Deep Linear Neural Networks: The Back-Propagating Renormalization Group.

2020 · arXiv (Cornell University)

The success of deep learning in many real-world tasks has triggered an effort to theoretically understand the power and limitations of deep learning in training and generalization of complex tasks, so far with limited progress. …