Efficient Model-Based Concave Utility Reinforcement Learning through Greedy Mirror Descent

Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard +1

Many machine learning tasks can be solved by minimizing a convex function of an occupancy measure over the policies that generate them. These include reinforcement learning, imitat…