Safe Policy Improvement with Baseline Bootstrapping

Romain Laroche, Paul Trichelair, Rémi Tachet des Combes

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 polic…