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Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit Rate

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Xu, Yuancheng, Chenghao Deng, Yanchao Sun, Ruijie Zheng, Xiyao Wang, Jieyu Zhao, Furong Huang.

Equal Long-term Benefit Rate: Adapting Static Fairness Notions to Sequential Decision Making

AdvML-Frontiers workshop, ICML 2023.
Yuancheng Xu, Chenghao Deng, Yanchao Sun, Ruijie Zheng, Xiyao Wang, Jieyu Zhao, Furong Huang

PRISE: LLM-Style Sequence Compression for Learning Temporal Action Abstractions in Control

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Zheng, Ruijie, Ching-An Cheng, Hal Daum ́e III, Furong Huang, Andrey Kolobov.

Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Zheng, Ruijie, Yongyuan Liang, Xiyao Wang, Shuang Ma, Hal Daum ́e III, Huazhe Xu, John Langford, Praveen Palanisamy, Kalyan Shankar Basu, Furong Huang.

ACE: Off-Policy Actor-Critic with Causality-Aware Entropy Regularization

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Ji, Tianying, Yongyuan Liang, Yan Zeng, Yu Luo, Guowei Xu, Jiawei Guo, Ruijie Zheng, Furong Huang, Fuchun Sun, Huazhe Xu.

MaxMin-RLHF: Alignment with Diverse Human Preferences

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Chakraborty, Souradip, Jiahao Qiu, Hui Yuan, Alec Koppel, Furong Huang, Dinesh Manocha, Amrit Bedi, Mengdi Wang.

HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination & Visual Illusion in Large Vision-Language Models

Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
Guan, Tianrui, Fuxiao Liu, Xiyang Wu, Ruiqi Xian, Zongxia Li, Xiaoyu Liu, Xijun Wang, Lichang Chen, Furong Huang, Yaser Yacoob, Dinesh Manocha, and Tianyi Zhou

Beyond Worst-case Attacks: Robust RL with Adaptive Defense via Non-dominated Policies

Spotlight. The Twelfth International Conference on Learning Representations (ICLR), 2024.
Liu, Xiangyu, Chenghao Deng, Yanchao Sun, Yongyuan Liang, and Furong Huang
Publisher's website

Rethinking Adversarial Policies: A Generalized Attack Formulation and Provable Defense in RL

The Twelfth International Conference on Learning Representations (ICLR), 2024.
Liu, Xiangyu, Souradip Chakraborty, Yanchao Sun, and Furong Huang
Publisher's website

PARL: A Unified Framework for Policy Alignment in Reinforcement Learning

The Twelfth International Conference on Learning Representations (ICLR), 2024.
Chakraborty, Souradip, Amrit Bedi, Alec Koppel, Huazheng Wang, Dinesh Manocha, Mengdi Wang, and Furong Huang
Publisher's website