Publications

AutoDAN: Automatic and Interpretable Adversarial Attacks on Large Language Models

In Workshop on Socially Responsible Language Modelling Research (SoLaR), NeurIPS 2023, 2023
Sicheng Zhu and Ruiyi Zhang and Bang An and Gang Wu and Joe Barrow and Zichao Wang and Furong Huang and Ani Nenkova and Tong Sun
BibTeX

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.
BibTeX

Why Are Web AI Agents More Vulnerable Than Standalone LLMs? A Security Analysis

In Workshop BuildingTrust Workshop, ICLR 2025, 2025
Jeffrey Yang Fan Chiang and Seungjae Lee and Jia-Bin Huang and Furong Huang and Yizheng Chen
Publisher's website BibTeX

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.
BibTeX

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.
BibTeX

Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise

In 4th International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), 2024, 2024
Kyle Sang and Tahseen Rabbani and Furong Huang
Publisher's website BibTeX

Position: On the Possibilities of AI-Generated Text Detection

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

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
BibTeX

Inherently Efficient and Noise-Robust Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture

In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024, 2024
Dehao Yuan and Furong Huang and Tahseen Rabbani and Cornelia Fermuller and Yiannis Aloimonos
Publisher's website BibTeX

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.
BibTeX