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
Publisher's website
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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
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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
BibTeX Yuancheng Xu, Yanchao Sun, Furong Huang