Who Is the Strongest Enemy? Towards Optimal and Efficient Evasion Attacks in Deep RL
The Tenth International Conference on Learning Representations (ICLR), 2022.
Yanchao Sun, Ruijie Zheng, Yongyuan Liang, Furong Huang
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Reinforcement Learning under a Multi-agent Predictive State Representation Model: Method and Theory
The Tenth International Conference on Learning Representations (ICLR), 2022.
Zhi Zhang, Zhuoran Yang, Han Liu, Pratap Tokekar, Furong Huang
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Transfer RL across Observation Feature Spaces via Model-Based Regularization
The Tenth International Conference on Learning Representations (ICLR), 2022.
Yanchao Sun, Ruijie Zheng, Xiyao Wang, Andrew E Cohen, Furong Huang
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Understanding the Generalization Benefit of Model Invariance from a Data Perspective
Neural Information Processing System (NeurIPS), 2021.
Sicheng Zhu, Bang An, Furong Huang
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VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization
Neural Information Processing System (NeurIPS), 2021.
Mucong Ding, Kezhi Kong, Jingling Li, Chen Zhu, John P Dickerson, Furong Huang, Tom Goldstein
BibTeX Mucong Ding, Kezhi Kong, Jingling Li, Chen Zhu, John P Dickerson, Furong Huang, Tom Goldstein
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Can You Learn an Algorithm? Generalizing from Easy to Hard Problems with Recurrent Networks
Neural Information Processing System (NeurIPS), 2021.
Avi Schwarzschild, Eitan Borgnia, Arjun Gupta, Furong Huang, Uzi Vishkin, Micah Goldblum, Tom Goldstein
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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
BibTeX Yanchao Sun, Ruijie Zheng, Parisa Hassanzadeh, Yongyuan Liang, Soheil Feizi, Sumitra Ganesh, Furong Huang