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cs.GT2026
Independent Reinforcement Learning in Discounted Markov Games
Asrin Efe Yorulmaz, Ugur Aydin, Tamer Basar
In this work, we study radically uncoupled learning in discounted general-sum Markov games. Assuming `` for ", we show that, for every fixed discount f…
cs.GT2026
Horizon-Independent Contraction for Continuous-Time Discounted Regularized Mean-Field Games
Junji Yan, Uğur Aydın, Tamer Başar
We study contraction properties of non-stationary continuous-time mean-field games (MFGs) under discounting and entropy regularization. The state of the representative agent evolve…