The Role of Environment Access in Agnostic Reinforcement Learning

Akshay Krishnamurthy, Gene Li, Ayush Sekhari

We study Reinforcement Learning (RL) in environments with large state spaces, where function approximation is required for sample-efficient learning. Departing from a long history…