2 papers
cs.LG2025
Deep SOR Minimax Q-learning for Two-player Zero-sum Game
Saksham Gautam, Lakshmi Mandal, Shalabh Bhatnagar
In this work, we consider the problem of a two-player zero-sum game. In the literature, the successive over-relaxation Q-learning algorithm has been developed and implemented, and…
cs.LG2023
Approximate Linear Programming for Decentralized Policy Iteration in Cooperative Multi-agent Markov Decision Processes
Lakshmi Mandal, Chandrashekar Lakshminarayanan, Shalabh Bhatnagar
In this work, we consider a cooperative multi-agent Markov decision process (MDP) involving m agents. At each decision epoch, all the m agents independently select actions in order…