Mean-Field Generalisation Bounds for Learning Controls in Stochastic Environments

Boris Baros, Samuel N. Cohen, Christoph Reisinger

We consider a data-driven formulation of the classical discrete-time stochastic control problem. Our approach exploits the natural structure of many such problems, in which signifi…