2 papers
cs.GT2025
Markov -Potential Games
Xin Guo, Xinyu Li, Chinmay Maheshwari +2
We propose a new framework of Markov -potential games to study Markov games. We show that any Markov game with finite-state and finite-action is a Markov -potential game, a…
cs.LG2025
Independent and Decentralized Learning in Markov Potential Games
Chinmay Maheshwari, Manxi Wu, Druv Pai +1
We study a multi-agent reinforcement learning dynamics, and analyze its asymptotic behavior in infinite-horizon discounted Markov potential games. We focus on the independent and d…