近日，国际机器学习顶级会议ICML2026公布论文录用结果，四川大学人工智能学院彭玺教授团队、唐明洁特聘研究员团队、琚玮特聘副研究员团队及陈学勤特聘副研究员团队共有7项研究成果被大会收录，其中2篇为 Spotlight 论文、5篇为 Regular 论文，研究成果得到国际同行高度认可。

ICML 是机器学习领域国际公认的顶级学术会议，属于 CCF-A 类会议。本次我院多项研究成果同时入选，体现了学院在人工智能前沿方向的研究实力与创新能力。

论文目录

1、【论文名】：DOUBT: Decoupled Object-level Understanding and Bridging via vMF-based Trustworthiness for Hallucination Detection in MLLMs ★spotlight

【作者】：Kaiqi Chen, Yang Qin, Changhao He, Xi Peng, Peng Hu

2、【论文名】：Large-Scale Terminal Agentic Trajectory Generation from Dockerized Environments★spotlight

【作者】：Wu Siwei , Li Yizhi , Song Yuyang , Zhang Wei , Wang Yang , Batista-Navarro Riza , Yang Xian , Tang Mingjie , Dai Bryan , Yang Jian , Lin Chenghua

3、【论文名】：Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction

【作者】：Wei Ju, Wei Zhang, Siyu Yi, Zhengyang Mao, Yifan Wang, Jingyang Yuan, Zhiping Xiao, Ziyue Qiao, Ming Zhang

4、【论文名】：Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning

【作者】：Qingdong He，Xueqin Chen，Chaoyi Wang，Yanjie Pan，Xiaobin Hu，Zhenye Gan，Chengjie Wang，Xiangtai Li，Jiangning Zhang，Yabiao Wang

5、【论文名】：Reliable Thinking with Images

【作者】：Haobin Li, Yutong Yang, Yijie Lin, Xiang Dai, Mouxing Yang, and Xi Peng

6、【论文名】：Multiview Self-Representation Learning across Heterogeneous Views

【作者】：Jie Chen, Zhu Wang, Chuanbin Liu and Xi Peng

7、【论文名】：RLSF-V: Mitigating Hallucinations in MLLMs via Fuzzy Semantic Self-Feedback

【作者】：ChanghaoHe, Shuhao Yan, Shuxian Li, Xi Peng, Peng Hu