Position Paper: TrustLLM: Trustworthiness in Large Language Models
Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Huang,Yue, Lichao Sun, Haoran Wang, Siyuan Wu, Qihui Zhang, Yuan Li, Chujie Gao, Yixin Huang, Wenhan Lyu, Yixuan Zhang, Xiner Li, Hanchi Sun, Zhengliang Liu, Yixin Liu, Yijue Wang, Zhikun Zhang, Bertie Vidgen, Bhavya Kailkhura, Caiming Xiong, Chaowei Xiao, Chunyuan Li, Eric P. Xing, Furong Huang, Hao Liu, Heng Ji, Hongyi Wang, Huan Zhang, Huaxiu Yao, Manolis Kellis, Marinka Zitnik, Meng Jiang, Mohit Bansal, James Zou, Jian Pei, Jian Liu, Jianfeng Gao, Jiawei Han, Jieyu Zhao, Jiliang Tang, Jindong Wang, Joaquin Vanschoren, John Mitchell, Kai Shu, Kaidi Xu, Kai-Wei Chang, Lifang He, Lifu Huang, Michael Backes, Neil Zhenqiang Gong, Philip S. Yu, Pin-Yu Chen, Quanquan Gu, Ran Xu, Rex Ying, Shuiwang Ji, Suman Jana, Tianlong Chen, Tianming Liu, Tianyi Zhou, William Yang Wang, Xiang Li, Xiangliang Zhang, Xiao Wang, Xing Xie, Xun Chen, Xuyu Wang, Yan Liu, Yanfang Ye, Yinzhi Cao, Yong Chen, Yue Zhao.
Huang,Yue, Lichao Sun, Haoran Wang, Siyuan Wu, Qihui Zhang, Yuan Li, Chujie Gao, Yixin Huang, Wenhan Lyu, Yixuan Zhang, Xiner Li, Hanchi Sun, Zhengliang Liu, Yixin Liu, Yijue Wang, Zhikun Zhang, Bertie Vidgen, Bhavya Kailkhura, Caiming Xiong, Chaowei Xiao, Chunyuan Li, Eric P. Xing, Furong Huang, Hao Liu, Heng Ji, Hongyi Wang, Huan Zhang, Huaxiu Yao, Manolis Kellis, Marinka Zitnik, Meng Jiang, Mohit Bansal, James Zou, Jian Pei, Jian Liu, Jianfeng Gao, Jiawei Han, Jieyu Zhao, Jiliang Tang, Jindong Wang, Joaquin Vanschoren, John Mitchell, Kai Shu, Kaidi Xu, Kai-Wei Chang, Lifang He, Lifu Huang, Michael Backes, Neil Zhenqiang Gong, Philip S. Yu, Pin-Yu Chen, Quanquan Gu, Ran Xu, Rex Ying, Shuiwang Ji, Suman Jana, Tianlong Chen, Tianming Liu, Tianyi Zhou, William Yang Wang, Xiang Li, Xiangliang Zhang, Xiao Wang, Xing Xie, Xun Chen, Xuyu Wang, Yan Liu, Yanfang Ye, Yinzhi Cao, Yong Chen, Yue Zhao.
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.
Chakraborty, Souradip, Jiahao Qiu, Hui Yuan, Alec Koppel, Furong Huang, Dinesh Manocha, Amrit Bedi, Mengdi Wang.
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.
Ji, Tianying, Yongyuan Liang, Yan Zeng, Yu Luo, Guowei Xu, Jiawei Guo, Ruijie Zheng, Furong Huang, Fuchun Sun, Huazhe Xu.
Inherently Efficient and Noise-Robust Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture
Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Yuan, Dehao, Furong Huang, Tahseen Rabbani, Cornelia Fermuller, Yiannis Aloimonos.
Yuan, Dehao, Furong Huang, Tahseen Rabbani, Cornelia Fermuller, Yiannis Aloimonos.
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
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
Liu, Xiangyu, Chenghao Deng, Yanchao Sun, Yongyuan Liang, and Furong Huang
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
Liu, Xiangyu, Souradip Chakraborty, Yanchao Sun, and Furong Huang
Game-Theoretic Robust Rein- forcement Learning Handles Temporally-Coupled Perturbations
The Twelfth International Conference on Learning Representations (ICLR), 2024.
Liang, Yongyuan, Yanchao Sun, Ruijie Zheng, Xiangyu Liu, Benjamin Eysenbach, Tuomas Sandholm, Furong Huang, and Stephen Marcus McAleer
Publisher's website
Liang, Yongyuan, Yanchao Sun, Ruijie Zheng, Xiangyu Liu, Benjamin Eysenbach, Tuomas Sandholm, Furong Huang, and Stephen Marcus McAleer
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
Ding, Mucong, Bang An, Yuancheng Xu, Anirudh Satheesh, and Furong Huang
More Context, Less Distraction: Zero-shot Visual Classification by Inferring and Conditioning on Contextual Attributes
The Twelfth International Conference on Learning Representations (ICLR), 2024.
An, Bang, Sicheng Zhu, Michael-Andrei Panaitescu-Liess, Chaithanya Kumar Mummadi, and Furong Huang
Publisher's website
An, Bang, Sicheng Zhu, Michael-Andrei Panaitescu-Liess, Chaithanya Kumar Mummadi, and Furong Huang