Publication Type: Conference proceedings

Multi-Stage Balanced Distillation: Addressing Long-Tail Challenges in Sequence-Level Knowledge Distillation

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024.
Zhou, Yuhang, Jing Zhu, Paiheng Xu, Xiaoyu Liu, Xiyao Wang, Danai Koutra, Wei Ai, and Furong Huang.
Publisher's website

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.
Publisher's website

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.

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.

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.

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

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.

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.

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.