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cs.LG2024★ 1 cited
Hierarchical Meta-Reinforcement Learning via Automated Macro-Action Discovery
Minjae Cho, Chuangchuang Sun
Meta-Reinforcement Learning (Meta-RL) enables fast adaptation to new testing tasks. Despite recent advancements, it is still challenging to learn performant policies across multipl…
cs.LG2024★ 1 cited
Out-of-Distribution Adaptation in Offline RL: Counterfactual Reasoning via Causal Normalizing Flows
Minjae Cho, Jonathan P. How, Chuangchuang Sun
Despite notable successes of Reinforcement Learning (RL), the prevalent use of an online learning paradigm prevents its widespread adoption, especially in hazardous or costly scena…