多模态大模型

Retrv-R1: A Reasoning-Driven MLLM Framework for Universal and Efficient Multimodal Retrieval

Lanyun Zhu, Deyi Ji, Tianrun Chen, Haiyang Wu, Shiqi Wang

机构 * City University of Hong Kong（香港城市大学） ； Tencent（腾讯） ； Zhejiang University（浙江大学） 纠错

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

Comments NeurIPS 2025

Windsock is Dancing: Adaptive Multimodal Retrieval-Augmented Generation

Shu Zhao, Tianyi Shen, Nilesh Ahuja, Omesh Tickoo, Vijaykrishnan Narayanan

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Intel（英特尔） 纠错

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

Comments Accepted at NeurIPS 2025 UniReps Workshop

Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

Hongyi Wang, Zhengjie Zhu, Jiabo Ma, Fang Wang, Yue Shi, Bo Luo, Jili Wang, Qiuyu Cai, Xiuming Zhang, Yen-Wei Chen, Lanfen Lin, Hao Chen

机构 * Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（香港科学与技术大学计算机科学与工程系） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属同济医院放射科） ； Department of Pathology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University（浙江大学医学院附属邵氏医院病理科） ； Department of Pathology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属武汉中心医院病理科） ； Department of Pathology, The First Affiliated Hospital, School of Medicine, Zhejiang University（浙江大学医学院附属第一医院病理科） ； Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology（香港科学与技术大学化学与生物工程系） ； Division of Life Science, The Hong Kong University of Science and Technology（香港科学与技术大学生命科学系） 纠错

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

Learning Reconfigurable Representations for Multimodal Federated Learning with Missing Data

Duong M. Nguyen, Trong Nghia Hoang, Thanh Trung Huynh, Quoc Viet Hung Nguyen, Phi Le Nguyen

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Washington State University（华盛顿州立大学） ； VinUniversity（文大学） ； Griffin University（格里芬大学） ； Hanoi University of Science and Technology（河内科学技术大学） 纠错

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

Comments Accepted at NeurIPS 2025

From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation

Guohao Li, Li Jing, Jia Wu, Xuefei Li, Kai Zhu, Yue He

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

Comments We identified that our current approach achieves its reported performance only under specific data conditions, and its robustness is weaker than we initially expected

A Multimodal Human Protein Embeddings Database: DeepDrug Protein Embeddings Bank (DPEB)

Md Saiful Islam Sajol, Magesh Rajasekaran, Hayden Gemeinhardt, Adam Bess, Chris Alvin, Supratik Mukhopadhyay

机构 * Computer Science, Louisiana State University（计算机科学，路易斯安那州立大学） ； Computer Science, Furman University（计算机科学，福兰明大学） ； Environmental Sciences and Center for Computation and Technology, Louisiana State University（环境科学与计算技术中心，路易斯安那州立大学） 纠错

专题命中 跨模态检索 ：multimodal(title,abstract)

ProfileXAI: User-Adaptive Explainable AI

Gilber A. Corrales, Carlos Andrés Ferro Sánchez, Reinel Tabares-Soto, Jesús Alfonso López Sotelo, Gonzalo A. Ruz, Johan Sebastian Piña Durán

机构 * Facultad de Ingeniería y Ciencias Básicas, Universidad Autónoma de Occidente（工程与基础科学学院，自治大学） 纠错

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

Comments pages, 1 figure, 3 tables. Preprint. Evaluated on UCI Heart Disease (1989) and UCI Differentiated Thyroid Cancer Recurrence (2023). Uses IEEEtran

Bi-Encoder Contrastive Learning for Fingerprint and Iris Biometrics

Matthew So, Judah Goldfeder, Mark Lis, Hod Lipson

机构 * Department of Computer Science（计算机科学系） ； Columbia University（哥伦比亚大学） ； College of Medicine（医学院） ； SUNY Downstate Health Sciences University（SUNY 下州健康科学大学） ； Department of Mechanical Engineering（机械工程系） 纠错

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

AI-Enhanced Operator Assistance for UNICOS Applications

Bernard Tam, Jean-Charles Tournier, Fernando Varela Rodriguez

机构 * The University of Sydney（悉尼大学） 纠错

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

Comments Prepared as part of the CERN openlab programme 2025. Also available on Zenodo, a repository operated by CERN and co-funded by the European Union

DynaCausal: Dynamic Causality-Aware Root Cause Analysis for Distributed Microservices

Songhan Zhang, Aoyang Fang, Yifan Yang, Ruiyi Cheng, Xiaoying Tang, Pinjia He

专题命中 跨模态检索 ：multi-modal(abstract)

A Survey of Long-Document Retrieval in the PLM and LLM Era

Minghan Li, Miyang Luo, Tianrui Lv, Yishuai Zhang, Siqi Zhao, Ercong Nie, Guodong Zhou

专题命中 跨模态检索 ：multimodal(abstract)

Comments 32 pages, 6 figures