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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
BibTeX

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 BibTeX

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 BibTeX

Controllable Attack and Improved Adversarial Training in Multi-Agent Reinforcement Learning

In Workshop on Trustworthy and Socially Responsible Machine Learning (TSRML), Outstanding Paper Award, Oral, NeurIPS 2022, 2022
Xiangyu Liu and Souradip Chakraborty and Furong Huang
BibTeX

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 BibTeX

SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation

The Twelfth International Conference on Learning Representations (ICLR), 2024.
Ding, Mucong, Bang An, Yuancheng Xu, Anirudh Satheesh, and Furong Huang
Publisher's website BibTeX

Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach

In Neural Information Processing System (NeurIPS), 2022, 2022
Kaiwen Yang and Yanchao Sun and Jiahao Su and Fengxiang He and Xinmei Tian and Furong Huang and Tianyi Zhou and Dacheng Tao
Publisher's website BibTeX

Adversarial Auto- Augment with Label Preservation: A Representation Learning Principle Guided Approach

Neural Information Processing System (NeurIPS), 2022.
Kaiwen Yang, Yanchao Sun, Jiahao Su, Fengxiang He, Xinmei Tian, Furong Huang, Tianyi Zhou, Dacheng Tao
Publisher's website BibTeX

COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL

In The Twelfth International Conference on Learning Representations (ICLR), 2024, 2024
Xiyao Wang and Ruijie Zheng and Yanchao Sun and Ruonan Jia and Wichayaporn Wongkamjan and Huazhe Xu and Furong Huang
Publisher's website BibTeX

COPlanner: Plan to Roll Out Conservatively but to Explore Optimisti- cally for Model-Based RL

The Twelfth International Conference on Learning Representations (ICLR), 2024. Project page: https://si0wang.github.io/projects/COPlanner/.
Wang, Xiyao, Ruijie Zheng, Yanchao Sun, Ruonan Jia, Wichayaporn Wongkamjan, Huazhe Xu, Furong Huang
Publisher's website BibTeX