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AUTOHALLUSION: Automatic Generation of Hallucination Benchmarks for Vision-Language Models

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024.
Wu, Xiyang, Tianrui Guan, Dianqi Li, Shuaiyi Huang, Xiaoyu Liu, Xijun Wang, Ruiqi Xian, Abhinav Shrivastava, Furong Huang, Jordan Lee Boyd-Graber, Tianyi Zhou, and Dinesh Manocha.
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AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models

First Conference on Language Modeling (COLM), 2024.
Zhu, Sicheng, Ruiyi Zhang, Bang An, Gang Wu, Joe Barrow, Zichao Wang, Furong Huang, Ani Nenkova, and Tong Sun.

Automatic Pseudo-Harmful Prompt Generation for Evaluating False Refusals in Large Language Models

First Conference on Language Modeling (COLM), 2024.
Zhu, Sicheng, Bang An, Ruiyi Zhang, Michael-Andrei Panaitescu-Liess, Yuancheng Xu, and Furong Huang.

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.