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Last-Iterate Convergence

3 papers across 2 sessions

Poster Session 4

2 papers
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Last-Iterate Convergence of Smooth Regret Matching Variants in Learning Nash Equilibria
#3202 · Linjian Meng, Youzhi Zhang, Zhenxing Ge, Tianyu Ding, Shangdong Yang, Zheng Xu, Wenbin Li, Yang Gao

We investigate last-iterate convergence of Regret Matching$^+$ variants in games satisfying the weak Minty variation inequality.
From Average-Iterate to Last-Iterate Convergence in Games: A Reduction and Its Applications
#2904 · Yang Cai, Haipeng Luo, Chen-Yu Wei, Weiqiang Zheng

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Efficient Last-Iterate Convergence in Solving Extensive-Form Games
#2912 · Linjian Meng, Tianpei Yang, Youzhi Zhang, Zhenxing Ge, Shangdong Yang, Tianyu Ding, Wenbin Li, Bo An, Yang Gao

We present the first parameter-free last-iterate convergence of Counterfactual Regret Minimization algorithms.