Finite-Sample Convergence Bounds for Trust Region Policy Optimization in Mean-Field Games

Antonio Ocello, Daniil Tiapkin, Lorenzo Mancini +2

We introduce Mean-Field Trust Region Policy Optimization (MF-TRPO), a novel algorithm designed to compute approximate Nash equilibria for ergodic Mean-Field Games (MFG) in finite s…