Vulnerability-Aware Poisoning Mechanism for Online RL with Unknown Dynamics
9th International Conference on Learning Representations (ICLR), 2021.
Yanchao Sun, Da Huo, Furong Huang
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TempLe: Learning Template of Transitions for Sample Efficient Multi-task RL
35th AAAI Conference on Artificial Intelligence, 2021.
Yanchao Sun, Xiangyu Yin, Furong Huang
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Are Adversarial Examples Created Equal? A Learnable Weighted Minimax Risk for Robustness under Non-Uniform Attacks
35th AAAI Conference on Artificial Intelligence (AAAI), 2021.
Huimin Zeng, Chen Zhu, Tom Goldstein and Furong Huang
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Certifiably Robust Multi-Agent Reinforcement Learning against Adversarial Communication
accepted to the Responsible Decision Making in Dynamic Environments Workshop @ICML2022.
Yanchao Sun, Ruijie Zheng, Parisa Hassanzadeh, Yongyuan Liang, Soheil Feizi, Sumitra Ganesh, Furong Huang
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Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning
accepted to the Responsible Decision Making in Dynamic Environments Workshop @ICML2022.
Yongyuan Liang, Yanchao Sun, Ruijie Zheng, Furong Huang
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Everyone Matters: Customizing the Dynamics of Decision Boundary for Adversarial Robustness
accepted at the ICML workshop for Continuous Time Methods for Machine Learning @ICML2022.
Yuancheng Xu, Yanchao Sun, Furong Huang
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Live in the Moment: Learning Dynamics Model Adapted to Evolving Policy
accepted for a spotlight presentation workshop of Decision Awareness
in Reinforcement Learning (DARL) @ICML2022.
Xiyao Wang, Wichayaporn Wongkamjan, Furong Huang
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Transfer Fairness under Distribution Shifts
ICLR Workshop on Socially Responsible Machine Learning, @ICLR 2022.
Bang An, Zora Che, Mucong Ding, Furong Huang
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Practical and Fast Momentum-Based Power Methods
2nd Annual Conference on Mathematical and Scientific Machine Learning, Proceedings of Machine Learning Research vol 145:1-36, 2021.
Tahseen Rabbani, Apollo Jain, Arjun Rajkumar, Furong Huang
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Understanding Generalization in Deep Learning via Tensor Methods
Twenty-third International Conference on Artificial Intelligence and Statistics (AISTATS), 2020.
J. Li, Y. Sun, J. Su, T. Suzuki, F. Huang
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