Riccardo Zecchina

Typical and atypical solutions in nonconvex neural networks with discrete and continuous weights

2023 · Physical review. E

We study the binary and continuous negative-margin perceptrons as simple nonconvex neural network models learning random rules and associations. We analyze the geometry of the landscape of solutions in both models and find important similarities …