Symmetric (Optimistic) Natural Policy Gradient for Multi-agent Learning with Parameter Convergence

Sarath Pattathil, Kaiqing Zhang, Asuman Ozdaglar

Multi-agent interactions are increasingly important in the context of reinforcement learning, and the theoretical foundations of policy gradient methods have attracted surging rese…