Exploration in Deep Reinforcement Learning: From Single-Agent to Multi-Agent Domain
Published in IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Publications
You can also find my articles on my Google Scholar profile.
GALOIS: Boosting Deep Reinforcement Learning via Generalizable Logic Synthesis
Published in Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS), 2022
PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration
Published in The Thirty-ninth International Conference on Machine Learning (ICML), 2022
Cross-domain Adaptive Transfer Reinforcement Learning Based on State-Action Correspondence
Published in The Thirty-eighth Conference on Uncertainty in Artificial Intelligence (UAI), 2022
An Efficient Transfer Learning Framework for Multiagent Reinforcement Learning
Published in Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS), 2021
Efficient Deep Reinforcement Learning Through Policy Transfer
Published in Proceedings of International Conference on Autonomous Agents and MultiAgent Systems (AAMAS 2020), 2020
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems
Published in Proceedings of International Conference on Learning Representation (ICLR), 2020
From Few to More: Large-scale Dynamic Multiagent Curriculum Learning
Published in Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2020
Towards Efficient Detection and Optimal Response against Sophisticated Opponents
Published in Proceedings of International Joint Conference on Artificial Intelligence (IJCAI), 2019
Bayes ToMoP: A Fast Detection and Best Response Algorithm Towards Sophisticated Opponents
Published in Proceedings of International Conference on Autonomous Agents and MultiAgent Systems (AAMAS), 2019
A Deep Bayesian Policy Reuse Approach Against Non-Stationary Agents
Published in Advances in Neural Information Processing Systems (NeurIPS), 2018
Norm Emergence in Multiagent Systems
Published in Interactions in Multiagent Systems, Chapter 8, pp. 179-206, 2018
Achieving Multiagent Coordination Through CALA-rFMQ Learning in Continuous Action Space
Published in Proceedings of Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2018
Accelerating Norm Emergence through Hierarchical Heuristic Learning
Published in Proceedings of European Conference on Artificial Intelligence (ECAI), 2016