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Certifiably Robust Multi-Agent Reinforcement Learning against Adversarial Communication

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Yanchao Sun, Ruijie Zheng, Parisa Hassanzadeh, Yongyuan Liang, Soheil Feizi, Sumitra Ganesh, Furong Huang
Publisher's website

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

Is Model Ensemble Necessary? Model-based RL via a Single Model with Lipschitz Regularized Value Function

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Ruijie Zheng, Xiyao Wang, Huazhe Xu, Furong Huang
Publisher's website

SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model Communication

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Marco Bornstein, Tahseen Rabbani, Evan Wang, Amrit Singh Bedi, Furong Huang
Publisher's website

Exploring and Exploiting Decision Boundary Dynamics for Adversarial Robustness

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Yuancheng Xu, Yanchao Sun, Micah Goldblum, Tom Goldstein, Furong Huang
Publisher's website

SMART: Self-supervised Multi-task pretrAining with contRol Transformers

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Yanchao Sun, Shuang Ma, Ratnesh Madaan, Rogerio Bonatti, Furong Huang, Ashish Kapoor
Publisher's website

Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning

Neural Information Processing System (NeurIPS), 2022.
Yongyuan Liang, Yanchao Sun, Ruijie Zheng, Furong Huang
Publisher's website

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

Transferring Fairness under Distribution Shifts via Fair Consistency Regularization

Neural Information Processing System (NeurIPS), 2022.
Bang An, Zora Che, Mucong Ding, Furong Huang
Publisher's website

Transfer Fairness under Distribution Shifts

ICLR Workshop on Socially Responsible Machine Learning, @ICLR 2022.
Bang An, Zora Che, Mucong Ding, Furong Huang
Publisher's website