视觉大模型 / VLM

Decoupling Contrastive Decoding: Robust Hallucination Mitigation in Multimodal Large Language Models

Wei Chen, Xin Yan, Bin Wen, Fan Yang, Tingting Gao, Di Zhang, Long Chen

机构 * HKUST（香港科技大学） ； University of Waterloo（滑铁卢大学） ； Kuaishou Technology（快手科技） 纠错

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

Comments 17 pages, 4 figures

MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification

Anh-Tien Nguyen, Duy Minh Ho Nguyen, Nghiem Tuong Diep, Trung Quoc Nguyen, Nhat Ho, Jacqueline Michelle Metsch, Miriam Cindy Maurer, Daniel Sonntag, Hanibal Bohnenberger, Anne-Christin Hauschild

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

Comments Published in Transactions on Machine Learning Research (09/2025)

Journal ref Transactions on Machine Learning Research (09/2025)

Reimagining Safety Alignment with An Image

Yifan Xia, Guorui Chen, Wenqian Yu, Zhijiang Li, Philip Torr, Jindong Gu

机构 * School of Information Management, Wuhan University, Wuhan, China（武汉大学信息管理学院） ； Torr Vision Group, University of Oxford, Oxford, United Kingdom（牛津大学） 纠错

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

Enhancing Adversarial Transferability by Balancing Exploration and Exploitation with Gradient-Guided Sampling

Zenghao Niu, Weicheng Xie, Siyang Song, Zitong Yu, Feng Liu, Linlin Shen

机构 * School of Computer Science & Software Engineering, Shenzhen University, China（深圳大学计算机科学与软件工程学院） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen, China（广东省人工智能与数字经济发展实验室（深圳）） ； Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen University, China（广东省智能信息处理省级重点实验室） ； School of Computer Science, University of Exeter, U.K.（埃克塞特大学计算机科学学院） ； Department of Computing and Information Technology, Great Bay University, China（大鹏大学计算与信息技术系） ； Computer Vision Institute, School of Artificial Intelligence, Shenzhen University, China（人工智能学院计算机视觉研究所） 纠错

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

Comments accepted by iccv 2025

Representation-Level Counterfactual Calibration for Debiased Zero-Shot Recognition

Pei Peng, MingKun Xie, Hang Hao, Tong Jin, ShengJun Huang

机构 * Nanjing University of Aeronautics and Astronautics（南京航空航天大学） 纠错

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

Enhancing Adversarial Transferability in Visual-Language Pre-training Models via Local Shuffle and Sample-based Attack

Xin Liu, Aoyang Zhou, Aoyang Zhou

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

Comments Accepted by NAACL2025 findings

ToxicTextCLIP: Text-Based Poisoning and Backdoor Attacks on CLIP Pre-training

Xin Yao, Haiyang Zhao, Yimin Chen, Jiawei Guo, Kecheng Huang, Ming Zhao

机构 * School of Computer Science and Engineering, Central South University（中南大学计算机科学与工程学院） ； Miner School of Computer & Information Sciences, University of Massachusetts Lowell（马萨诸塞大学洛厄尔分校Miner计算机与信息科学学院） 纠错

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

Comments Accepted by NeurIPS 2025

The Curvature Rate λ: A Scalar Measure of Input-Space Sharpness in Neural Networks

Jacob Poschl

机构 * University of California, Santa Cruz（加州大学圣克ruz分校） 纠错

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

Comments 14 pages

SegDebias: Test-Time Bias Mitigation for ViT-Based CLIP via Segmentation

Fangyu Wu, Yujun Cai

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

A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models

Sriram Balasubramanian, Samyadeep Basu, Soheil Feizi

机构 * Department of Computer Science University of Maryland, College Park（计算机科学系马里兰大学 College Park） 纠错

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

Comments Accepted in EMNLP 2025, 34 pages, 25 figures

A Systematic Literature Review of Code Hallucinations in LLMs: Characterization, Mitigation Methods, Challenges, and Future Directions for Reliable AI

Cuiyun Gao, Guodong Fan, Chun Yong Chong, Shizhan Chen, Chao Liu, David Lo, Zibin Zheng, Qing Liao

专题命中 幻觉与鲁棒性 ：grounding(abstract)