Adaptive Replay Buffer for Offline-to-Online Reinforcement Learning

Chihyeon Song, Jaewoo Lee, Jinkyoo Park

Offline-to-Online Reinforcement Learning (O2O RL) faces a critical dilemma in balancing the use of a fixed offline dataset with newly collected online experiences. Standard methods…