Emmanuel Abbé

Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Nets

2019 · arXiv (Cornell University)

We derive generalization and excess risk bounds for neural nets using a family of complexity measures based on a multilevel relative entropy. The bounds are obtained by introducing the notion of generated hierarchical coverings of …