视觉大模型 / VLM

Prompt4Trust: A Reinforcement Learning Prompt Augmentation Framework for Clinically-Aligned Confidence Calibration in Multimodal Large Language Models

Anita Kriz, Elizabeth Laura Janes, Xing Shen, Tal Arbel

机构 * McGill University（麦吉尔大学） ； Mila – Quebec AI Institute（魁北克AI研究所） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(title,abstract)；visual question answering(abstract)；MLLM(abstract)；分类 cs.CV、cs.AI

Comments Accepted to ICCV 2025 Workshop CVAMD

The Illusion of Progress? A Critical Look at Test-Time Adaptation for Vision-Language Models

Lijun Sheng, Jian Liang, Ran He, Zilei Wang, Tieniu Tan

机构 * University of Science and Technology of China（中国科学技术大学） ； NLPR & MAIS, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(title,abstract)；VLM(abstract,comments)；分类 cs.CV、cs.LG

Comments NeurIPS 2025 Datasets and Benchmarks Track. Github link: https://github.com/TomSheng21/tta-vlm

Investigating VLM Hallucination from a Cognitive Psychology Perspective: A First Step Toward Interpretation with Intriguing Observations

Xiangrui Liu, Man Luo, Agneet Chatterjee, Hua Wei, Chitta Baral, Yezhou Yang

机构 * Arizona State University（亚利桑那州立大学） ； Intel Lab（英特尔实验室） 纠错

专题命中 幻觉与鲁棒性 ：VLM(title)；vision-language model(abstract)；分类 cs.CV、cs.LG

Judge Before Answer: Can MLLM Discern the False Premise in Question?

Jidong Li, Lingyong Fang, Haodong Zhao, Sufeng Duan, Gongshen Liu

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Inner Mongolia Research Institute, Shanghai Jiao Tong University（上海交通大学内蒙古研究院） 纠错

专题命中 幻觉与鲁棒性 ：MLLM(title)；multimodal large language model(abstract)；分类 cs.AI

Text Prompt Injection of Vision Language Models

Ruizhe Zhu

机构 * Ruizhe Zhu（独立研究者） 纠错

专题命中 幻觉与鲁棒性 ：vision language model(title,abstract)；分类 cs.CV

When Images Speak Louder: Mitigating Language Bias-induced Hallucinations in VLMs through Cross-Modal Guidance

Jinjin Cao, Zhiyang Chen, Zijun Wang, Liyuan Ma, Weijian Luo, Guojun Qi

机构 * MAPLE Lab, Westlake University（西溪大学MAPLE实验室） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；VLM(abstract)；分类 cs.CV

StreetLens: Enabling Human-Centered AI Agents for Neighborhood Assessment from Street View Imagery

Jina Kim, Leeje Jang, Yao-Yi Chiang, Guanyu Wang, Michelle C. Pasco

机构 * University of Minnesota（明尼苏达大学） 纠错

专题命中 幻觉与鲁棒性 ：vision language model(abstract)；VLM(abstract)；分类 cs.AI

Grounded AI for Code Review: Resource-Efficient Large-Model Serving in Enterprise Pipelines

Sayan Mandal, Hua Jiang

专题命中 幻觉与鲁棒性 ：grounding(abstract)；分类 cs.LG

Comments Submitted to MLSys 2026

DualTHOR: A Dual-Arm Humanoid Simulation Platform for Contingency-Aware Planning

Boyu Li, Siyuan He, Hang Xu, Haoqi Yuan, Yu Zang, Liwei Hu, Junpeng Yue, Zhenxiong Jiang, Pengbo Hu, Börje F. Karlsson, Yehui Tang, Zongqing Lu

专题命中 幻觉与鲁棒性 ：vision language model(abstract)

Comments The experiments in the paper need to be further supplemented, and more methods should be considered for expansion