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Tong Sang

2 accepted papers

2022

PAnDR: Fast Adaptation to New Environments from Offline Experiences via Decoupling Policy and Environment Representations

IJCAI 2022poster

Deep Reinforcement Learning (DRL) has been a promising solution to many complex decision-making problems. Nevertheless, the notorious weakness in generalization among environments prevent widespread application of DRL agents in real-world scenarios. Although advances have been made recently, most pr…

Cited by 8SourcePDFScholar
2022

PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration

ICML 2022spotlight

Learning to collaborate is critical in Multi-Agent Reinforcement Learning (MARL). Previous works promote collaboration by maximizing the correlation of agents’ behaviors, which is typically characterized by Mutual Information (MI) in different forms. However, we reveal sub-optimal collaborative beha…