2 papers
cs.LG2025
Zero-Shot Reinforcement Learning Under Partial Observability
Scott Jeen, Tom Bewley, Jonathan M. Cullen
Recent work has shown that, under certain assumptions, zero-shot reinforcement learning (RL) methods can generalise to any unseen task in an environment after reward-free pre-train…
cs.LG2024
Zero-Shot Reinforcement Learning from Low Quality Data
Scott Jeen, Tom Bewley, Jonathan M. Cullen
Zero-shot reinforcement learning (RL) promises to provide agents that can perform any task in an environment after an offline, reward-free pre-training phase. Methods leveraging su…