most citedFirst-order Convergence Theory for Weakly-Convex-Weakly-Concave Min-max Problems

20 citations · 23 across the 3 of their papers we have counts for

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math.OC2018★ 20 cited

First-order Convergence Theory for Weakly-Convex-Weakly-Concave Min-max Problems

Mingrui Liu, Hassan Rafique, Qihang Lin +1

In this paper, we consider first-order convergence theory and algorithms for solving a class of non-convex non-concave min-max saddle-point problems, whose objective function is we…

math.OC2018★ 1 cited

Weakly-Convex Concave Min-Max Optimization: Provable Algorithms and Applications in Machine Learning

Hassan Rafique, Mingrui Liu, Qihang Lin +1

Min-max problems have broad applications in machine learning, including learning with non-decomposable loss and learning with robustness to data distribution. Convex-concave min-ma…