University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

SIFT-Graph: Benchmarking Multimodal Defense Against Image Adversarial Attacks With Robust Feature Graph

Jingjie He, Weijie Liang, Zihan Shan, Matthew Caesar

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments Accepted by ICCV2025 Workshop, short paper

UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning

Jiawei Zhang, Shuang Yang, Bo Li

机构 * Department of Computer Science, University of Chicago（芝加哥大学计算机科学系） ； Meta ； Department of Computer Science, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） 纠错

OpenGenAlign: A Preference Dataset and Benchmark for Trustworthy Reward Modeling in Open-Ended, Long-Context Generation

Hanning Zhang, Juntong Song, Juno Zhu, Yuanhao Wu, Tong Zhang, Cheng Niu

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； NewsBreak 纠错

Comments Preprint update

Trustworthy Transfer Learning: A Survey

Jun Wu, Jingrui He

机构 * Michigan State University（密歇根州立大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments Accepted by Journal of Artificial Intelligence Research (JAIR)

Journal ref Journal of Artificial Intelligence Research 84, Article 20(November 2025), 59 pages