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10/13/2022
Nash Equilibria for Exchangeable Team against Team Games, their Mean Field Limit, and Role of Common Randomness
We study stochastic mean-field games among finite number of teams with l...
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11/12/2021
Q-Learning for MDPs with General Spaces: Convergence and Near Optimality via Quantization under Weak Continuity
Reinforcement learning algorithms often require finiteness of state and ...
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03/24/2020
Q-Learning in Regularized Mean-field Games
In this paper, we introduce a regularized mean-field game and study lear...
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12/31/2019
Fitted Q-Learning in Mean-field Games
In the literature, existence of equilibria for discrete-time mean field ...
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08/22/2019
Discrete-time average-cost mean-field games on Polish spaces
In stochastic dynamic games, when the number of players is sufficiently ...
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05/17/2019
Non-signaling Approximations of Stochastic Team Problems
In this paper, we consider non-signaling approximation of finite stochas...
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11/02/2017