Learning Upper Lower Value Envelopes to Shape Online RL: A Principled Approach

Sebastian Reboul, Hélène Halconruy

We investigate the fundamental problem of leveraging offline data to accelerate online reinforcement learning - a direction with strong potential but limited theoretical grounding.…