Escaping Offline Pessimism: Vector-Field Reward Shaping for Safe Frontier Exploration

Amirhossein Roknilamouki, Arnob Ghosh, Eylem Ekici +1

While offline reinforcement learning provides reliable policies for real-world deployment, its inherent pessimism severely restricts an agent's ability to explore and collect novel…