Publication Type: Conference proceedings

TraceVLA: Visual Trace Prompting Enhances Spatial-Temporal Awareness for Generalist Robotic Policies

The Thirteenth International Conference on Learning Representations (ICLR), 2025.
Zheng, Ruijie, Yongyuan Liang, Shuaiyi Huang, Jianfeng Gao, Hal Daum ́e III, Andrey Kolobov, Furong Huang, and Jianwei Yang.

GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment

The Thirteenth International Conference on Learning Representations (ICLR), 2025.
Xu, Yuancheng, Udari Madhushani Sehwag, Alec Koppel, Sicheng Zhu, Bang An, Furong Huang, and Sumitra Ganesh.

Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset

The Thirteenth International Conference on Learning Representations (ICLR), 2025.
Yingzi Ma, Jiongxiao Wang, Fei Wang, Siyuan Ma, Jiazhao Li, Jinsheng Pan, Xiujun Li, Furong Huang, Lichao Sun, Bo Li, Yejin Choi, Muhao Chen, and Chaowei Xiao.

World Models with Hints of Large Language Models for Goal Achieving

The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL (NAACL), 2025.
Liu, Zeyuan, Maggie Z. Huan, Xiyao Wang, Jiafei Lyu, Jian Tao, Xiu Li, Furong Huang, and Huazhe Xu.

PoisonedParrot: Subtle Data Poisoning Attacks to Elicit Copyright-Infringing Content from Large Language Models

The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL (NAACL), 2025.
Panaitescu-Liess, Michael-Andrei, Pankayaraj Pathmanathan, Yigitcan Kaya, Zora Che, Bang An, Sicheng Zhu, Aakriti Agrawal, Furong Huang.

Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey

The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL (NAACL), 2025.
Liu, Xiaoyu, Paiheng Xu, Junda Wu, Jiaxin Yuan, Yifan Yang, Yuhang Zhou, Fuxiao Liu, Tianrui Guan, Haoliang Wang, Tong Yu, Julian McAuley, Wei Ai, Furong Huang.

Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL (NAACL), 2025.
Wang, Xiyao, Jiuhai Chen, Zhaoyang Wang, Yuhang Zhou, Yiyang Zhou, Huaxiu Yao, Tianyi Zhou, Tom Goldstein, Parminder Bhatia, Taha Kass-Hout, Furong Huang, Cao Xiao.

MergeME: Model Merging Techniques for Homogeneous and Heterogeneous MoEs

The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL (NAACL), 2025.
Zhou, Yuhang, Giannis Karamanolakis, Victor Soto, Anna Rumshisky, Mayank Kulkarni, Furong Huang, Wei Ai, Jianhua Lu.

Statistical Guarantees for Lifelong Reinforcement Learning using PAC-Bayesian Theory

The 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 2025.
Zhang, Zhi, Chris Chow, Yasi Zhang, Yanchao Sun, Haochen Zhang, Eric Hanchen Jiang, Han Liu, Furong Huang, Yuchen Cui, and Oscar Hernan Madrid Padilla.

GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint

ACM Transactions on Knowledge Discovery from Data (TKDD), 2025.
Xu, Paiheng, Yuhang Zhou, Bang An, Wei Ai, and Furong Huang.