视觉大模型 / VLM

PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems

Qi Guo, Xiaojun Jia, Shanmin Pang, Simeng Qin, Lin Wang, Ju Jia, Yang Liu, Qing Guo

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

Accelerating Conditional Prompt Learning via Masked Image Modeling for Vision-Language Models

Phuoc-Nguyen Bui, Khanh-Binh Nguyen, Hyunseung Choo

机构 * Convergence Research Institute, Sungkyunkwan University（convergence research institute, 首尔大学） ； School of Information Technology, Deakin University（信息科技学院, 德金大学） ； Department of Electrical and Computer Engineering, Sungkyunkwan University（电气与计算机工程系, 首尔大学） 纠错

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

Comments ACMMM-LAVA 2025, 10 pages, camera-ready version

Navigating the Trade-off: A Synthesis of Defensive Strategies for Zero-Shot Adversarial Robustness in Vision-Language Models

Zane Xu, Jason Sun

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

JPS: Jailbreak Multimodal Large Language Models with Collaborative Visual Perturbation and Textual Steering

Renmiao Chen, Shiyao Cui, Xuancheng Huang, Chengwei Pan, Victor Shea-Jay Huang, QingLin Zhang, Xuan Ouyang, Zhexin Zhang, Hongning Wang, Minlie Huang

机构 * CoAI group, DCST, Tsinghua University（清华大学DCST学院） ； Beihang University（北航大学） 纠错

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

Comments 10 pages, 3 tables, 2 figures, to appear in the Proceedings of the 33rd ACM International Conference on Multimedia (MM '25)

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models

Dexuan Xu, Jieyi Wang, Zhongyan Chai, Yongzhi Cao, Hanpin Wang, Huamin Zhang, Yu Huang

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

Comments 18 pages

AI vs. Human Moderators: A Comparative Evaluation of Multimodal LLMs in Content Moderation for Brand Safety

Adi Levi, Or Levi, Sardhendu Mishra, Jonathan Morra

机构 * Zefr Inc（Zefr公司） 纠错

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

Comments Accepted to the Computer Vision in Advertising and Marketing (CVAM) workshop at ICCV 2025