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math.OC2023
Convergence Analysis of Randomized SGDA under NC-PL Condition for Stochastic Minimax Optimization Problems
Zehua Liu, Zenan Li, Xiaoming Yuan +1
We introduce a new analytic framework to analyze the convergence of the Randomized Stochastic Gradient Descent Ascent (RSGDA) algorithm for stochastic minimax optimization problems…
math.OC2022
A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers on Graphs
Han Lu, Zenan Li, Runzhong Wang +3
Solving combinatorial optimization (CO) on graphs is among the fundamental tasks for upper-stream applications in data mining, machine learning and operations research. Despite the…