6 papers · 1 filter
Actor-Critic Learning for Extended Mean Field Control with Deterministic Policies
Ziheng Cheng, Xin Guo, Huyên Pham +1
This paper develops a model-free reinforcement learning framework for continuous--time extended mean field control problems, where both the dynamics and reward may depend on the jo…
Limit Theory for -Player -Potential Games
Xin Guo, Meng Wang, Yufei Zhang
The recently introduced framework of -potential games facilitates the analysis of finite-player dynamic games by reducing the search for approximate Nash equilibria to the minim…
Distributed games with jumps: An -potential game approach
Xin Guo, Xinyu Li, Yufei Zhang
Motivated by game-theoretic models of crowd motion dynamics, this paper analyzes a broad class of distributed games with jump diffusions within the recently developed -potential…
BSDE Approach for -Potential Stochastic Differential Games
Xin Guo, Xun Li, Liangquan Zhang
In this paper, we examine a class of -potential stochastic differential games with random coefficients via the backward stochastic differential equations (BSDEs) approach. Speci…
An -potential game framework for -player dynamic games
Xin Guo, Xinyu Li, Yufei Zhang
This paper proposes and studies a general form of dynamic -player non-cooperative games called -potential games, where the change of a player's value function upon her unilat…
Towards An Analytical Framework for Dynamic Potential Games
Xin Guo, Yufei Zhang
Potential game is an emerging notion and framework for studying N-player games, especially with heterogeneous players. In this paper, we build an analytical framework for dynamic p…