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Noah Golowich

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The Complexity of Markov Equilibrium in Stochastic GamesMulti-Agent Reinforcement Learning and Bandit Learning2022-04-29
Proves that computing stationary Markov CCE is PPAD-hard even for two-player turn-based stochastic games with a constant discount factor and constant…
Talk
Fast Rates for No-Regret Learning in General GamesAdversarial Approaches in Machine Learning 20222022-02-17
Shows that when all players use Optimistic Hedge in finite general‑sum games each player’s external regret falls to roughly O(log |A| · log^4 T) — i.e., near…
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