33 citations · 144 across the 34 of their papers we have counts for
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math.OC2021★ 10 cited
The Complexity of Nonconvex-Strongly-Concave Minimax Optimization
Siqi Zhang, Junchi Yang, Cristóbal Guzmán +2
This paper studies the complexity for finding approximate stationary points of nonconvex-strongly-concave (NC-SC) smooth minimax problems, in both general and averaged smooth finit…
math.OC2021
A Discrete-Time Switching System Analysis of Q-learning
Donghwan Lee, Jianghai Hu, Niao He
This paper develops a novel control-theoretic framework to analyze the non-asymptotic convergence of Q-learning. We show that the dynamics of asynchronous Q-learning with a constan…