Independent Natural Policy Gradient Methods for Potential Games: Finite-time Global Convergence with Entropy Regularization

Shicong Cen, Fan Chen, Yuejie Chi

A major challenge in multi-agent systems is that the system complexity grows dramatically with the number of agents as well as the size of their action spaces, which is typical in…