Publications

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

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

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.
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Collab: Controlled Decoding using Mixture of Agents for LLM Alignment

The Thirteenth International Conference on Learning Representations (ICLR), 2025.
Chakraborty, Souradip, Sujay Bhatt, Udari Madhushani Sehwag, Soumya Suvra Ghosal, Jia- hao Qiu, Mengdi Wang, Dinesh Manocha, Furong Huang, Alec Koppel, and Sumitra Ganesh.
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AegisLLM: Scaling Agentic Systems for Self-Reflective Defense in LLM Security

In Workshop BuildingTrust Workshop, ICLR 2025, 2025
Zikui Cai and Shayan Shabihi and Bang An and Zora Che and Brian R. Bartoldson and Bhavya Kailkhura and Tom Goldstein and Furong Huang
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CSRec: Rethinking Sequential Recommendation from A Causal Perspective

In The 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025, 2025
Xiaoyu Liu and Jiaxin Yuan and Yuhang Zhou and Jingling Li and Furong Huang and Wei Ai
Publisher's website BibTeX

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.
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SIMA: 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.
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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.
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