Zheng-Chu Guo

Optimal Rates for Generalization of Gradient Descent for Deep ReLU Classification

Recent advances have significantly improved our understanding of the generalization performance of gradient descent (GD) methods in deep neural networks. A natural and fundamental question is whether GD can achieve generalization rates comparable to the minimax optimal rates established in the kerne…