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cs.LG2026
EMAgnet: Parameter-Space EMA Regularization for Policy Gradient Self-Play in Large Games
Tristan Maidment, JB Lanier, Chase McDonald +5
Recent work has established that regularized policy gradient methods such as PPO, when used in self-play, can match or exceed specialized game-theoretic algorithms for solving two-…
cs.LG2026
Data-Augmented Game Starts for Accelerating Self-Play Exploration in Imperfect Information Games
JB Lanier, Nathan Monette, Pierre Baldi +1
Finding approximate equilibria for large-scale imperfect-information competitive games such as StarCraft, Dota, and CounterStrike remains computationally infeasible due to sparse r…