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math.OC2026
Entropy-Regularized Mean-Field Games with Average-Reward Criterion: Span-Seminorm Contractions and Model-Free Learning
Gunes Akbas, Naci Saldi, Berkay Anahtarci +1
We study stationary discrete-time mean-field games with finite state and action spaces under the average-reward criterion, with an entropy-regularized objective and population-depe…
math.OC2020★ 4 cited
Q-Learning in Regularized Mean-field Games
Berkay Anahtarci, Can Deha Kariksiz, Naci Saldi
In this paper, we introduce a regularized mean-field game and study learning of this game under an infinite-horizon discounted reward function. Regularization is introduced by addi…