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Mengbei Yan

2 accepted papers

2025

Cross-Domain Offline Policy Adaptation with Optimal Transport and Dataset Constraint

ICLR 2025poster

We explore cross-domain offline reinforcement learning (RL) where offline datasets from another domain can be accessed to facilitate policy learning. However, the underlying environments of the two datasets may have dynamics mismatches, incurring inferior performance when simply merging the data of…

Cited by 1SourcePDFScholar
2024

ODRL: A Benchmark for Off-Dynamics Reinforcement Learning

NeurIPS 2024poster

We consider off-dynamics reinforcement learning (RL) where one needs to transfer policies across different domains with dynamics mismatch. Despite the focus on developing dynamics-aware algorithms, this field is hindered due to the lack of a standard benchmark. To bridge this gap, we introduce ODRL,…