2 papers
cs.GT2020
PAC Reinforcement Learning Algorithm for General-Sum Markov Games
Ashkan Zehfroosh, Herbert G. Tanner
This paper presents a theoretical framework for probably approximately correct (PAC) multi-agent reinforcement learning (MARL) algorithms for Markov games. The paper offers an exte…
cs.LG2020
A Hybrid PAC Reinforcement Learning Algorithm
Ashkan Zehfroosh, Herbert G. Tanner
This paper offers a new hybrid probably approximately correct (PAC) reinforcement learning (RL) algorithm for Markov decision processes (MDPs) that intelligently maintains favorabl…