activity
20192026
most citedLast iterate convergence in no-regret learning: constrained min-max optimization for convex-concave landscapes

14 citations · 36 across the 15 of their papers we have counts for

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cs.LG2024

Last-iterate Convergence Separation between Extra-gradient and Optimism in Constrained Periodic Games

Yi Feng, Ping Li, Ioannis Panageas +1

Last-iterate behaviors of learning algorithms in repeated two-player zero-sum games have been extensively studied due to their wide applications in machine learning and related tas…

cs.GT2024

Polynomial Convergence of Bandit No-Regret Dynamics in Congestion Games

Leello Dadi, Ioannis Panageas, Stratis Skoulakis +2

We introduce an online learning algorithm in the bandit feedback model that, once adopted by all agents of a congestion game, results in game-dynamics that converge to an -appro…