Safe Policy Improvement with Baseline Bootstrapping

Romain Laroche, Paul Trichelair, Remi Tachet des Combes

Abstract: This paper considers Safe Policy Improvement (SPI) in Batch Reinforcement Learning (Batch RL): from a fixed dataset and without direct access to the true environment, train a policy that is guarant...