RankQ: Offline-to-Online Reinforcement Learning via Self-Supervised Action Ranking

Andrew Choi, Wei Xu

Offline-to-online reinforcement learning (RL) improves sample efficiency by leveraging pre-collected datasets prior to online interaction. A key challenge, however, is learning an…