多模态大模型

Robust Defense Strategies for Multimodal Contrastive Learning: Efficient Fine-tuning Against Backdoor Attacks

Md. Iqbal Hossain, Afia Sajeeda, Neeresh Kumar Perla, Ming Shao

专题命中 跨模态检索 ：multimodal(title,abstract)；image-text(abstract)；分类 cs.CV、cs.AI

Large Language Models Meet Extreme Multi-label Classification: Scaling and Multi-modal Framework

Diego Ortego, Marlon Rodríguez, Mario Almagro, Kunal Dahiya, David Jiménez, Juan C. SanMiguel

专题命中 跨模态检索 ：multi-modal(title,abstract)；分类 cs.CV

Comments To appear at AAAI 2026

MARC: Multimodal and Multi-Task Agentic Retrieval-Augmented Generation for Cold-Start Recommender System

Seung Hwan Cho, Yujin Yang, Danik Baeck, Minjoo Kim, Young-Min Kim, Heejung Lee, Sangjin Park

机构 * Department of Industrial Data Engineering, Hanyang University, Republic of Korea（工业数据工程系，翰阳大学） ； School of Interdisciplinary Industrial Studies, Hanyang University, Republic of Korea（跨学科工业研究学院，翰阳大学） 纠错

专题命中 跨模态检索 ：multimodal(title,abstract)；分类 cs.AI

Comments 13 pages, 2 figures, Accepted at RDGENAI at CIKM 2025 workshop

RAC3: Retrieval-Augmented Corner Case Comprehension for Autonomous Driving with Vision-Language Models

Yujin Wang, Quanfeng Liu, Jiaqi Fan, Jinlong Hong, Hongqing Chu, Mengjian Tian, Bingzhao Gao, Hong Chen

专题命中 跨模态检索 ：multimodal(abstract)；cross-modal(abstract)；分类 cs.CV、cs.AI

Comments Accepted by IEEE Transactions on Multimedia

HIBMatch: Hypergraph Information Bottleneck for Semi-supervised Alzheimer's Progression

Zhongying Deng, Shujun Wang, Angelica I Aviles-Rivero, Zoe Kourtzi, Carola-Bibiane Schönlieb

机构 * Department of Applied Mathematics and Theoretical Physics, University of Cambridge（应用数学与理论物理系，剑桥大学） ； Department of Biomedical Engineering, The Hong Kong Polytechnic University（生物医学工程系，香港理工大学） ； Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University（物联网人工智能研究所，香港理工大学） ； Yau Mathematical Sciences Centre, Tsinghua University（叶德平数学科学中心，清华大学） 纠错

专题命中 跨模态检索 ：multimodal(abstract)；cross-modal(abstract)；分类 cs.CV

Comments Accepted to the IEEE Journal of Biomedical and Health Informatics (To appear)

History Rhymes: Macro-Contextual Retrieval for Robust Financial Forecasting

Sarthak Khanna, Armin Berger, Muskaan Chopra, David Berghaus, Rafet Sifa

机构 * Fraunhofer IAIS - Department of Media Engineering（弗劳恩霍夫研究所-媒体工程部门） ； University of Bonn - Department of Computer Science（波恩大学-计算机科学系） ； Lamarr Institute for Machine Learning（拉马尔机器学习研究所） 纠错

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.AI

Comments Accepted in IEEE BigData 2025

A Systematic Study of Model Extraction Attacks on Graph Foundation Models

Haoyan Xu, Ruizhi Qian, Jiate Li, Yushun Dong, Minghao Lin, Hanson Yan, Zhengtao Yao, Qinghua Liu, Junhao Dong, Ruopeng Huang, Yue Zhao, Mengyuan Li

机构 * University of Southern California（南加州大学） ； Florida State University（佛罗里达州立大学） ； The Ohio State University（俄亥俄州立大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 跨模态检索 ：multimodal(abstract)