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Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL), 2024.
Wang, Xiyao, Yuhang Zhou, Xiaoyu Liu, Hongjin Lu, Yuancheng Xu, Feihong He, Jaehong Yoon, Taixi Lu, Fuxiao Liu, Gedas Bertasius, Mohit Bansal, Huaxiu Yao, and Furong Huang.

Explore Spurious Correlations at the Concept Level in Language Models for Text Classification

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL), 2024.
Zhou, Yuhang, Paiheng Xu, Xiaoyu Liu, Bang An, Wei Ai, and Furong Huang.

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.

WAVES: Benchmarking the Robustness of Image Watermarks

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
An, Bang, Mucong Ding, Tahseen Rabbani, Aakriti Agrawal, Yuancheng Xu, Chenghao Deng, Sicheng Zhu, Abdirisak Mohamed, Yuxin Wen, Tom Goldstein, Furong Huang.

Position Paper: On the Possibilities of AI-Generated Text Detection

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.
Chakraborty, Souradip, Amrit Bedi, Sicheng Zhu, Bang An, Dinesh Manocha, and Furong Huang

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.

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.

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.

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.

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.