New stochastic algorithms for minimax-structured nonconvex nonsmooth optimization and applications in machine learning

This project focuses on problems arising in game theory, statistics, engineering, and machine learning. Research on minimax problems dates back almost a century, when von Neumann published his minimax theorem about zero-sum games. The past several years have witnessed tremendous research interest in solving minimax problems, motivated by training…