16 citations · 21 across the 4 of their papers we have counts for
3 papers · 1 filter
Model-free Reinforcement Learning for Non-stationary Mean Field Games
Rajesh K Mishra, Deepanshu Vasal, Sriram Vishwanath
In this paper, we consider a finite horizon, non-stationary, mean field games (MFG) with a large population of homogeneous players, sequentially making strategic decisions, where e…
Decentralized multi-agent reinforcement learning with shared actions
Rajesh K Mishra, Deepanshu Vasal, Sriram Vishwanath
In this paper, we propose a novel model-free reinforcement learning algorithm to compute the optimal policies for a multi-agent system with cooperative agents where each agent…
Master equation of discrete time graphon mean field games and teams
Deepanshu Vasal, Rajesh K Mishra, Sriram Vishwanath
In this paper, we present a sequential decomposition algorithm equivalent of Master equation to compute GMFE of GMFG and graphon optimal Markovian policies (GOMPs) of graphon mean…