多模态大模型 - arXivDaily 专题

2509.17359 2025-11-04 cs.IR 88%

MLLM-Driven Semantic Identifier Generation for Generative Cross-Modal Retrieval

Tianyuan Li, Lei Wang, Ahtamjan Ahmat, Yating Yang, Bo Ma, Rui Dong, Bangju Han

专题命中跨模态检索：cross-modal(title,abstract)；MLLM(title)；multimodal(abstract)

Comments We plan to revise the methodology and update the experimental analysis before resubmission

2510.12709 2025-11-04 cs.IR cs.CV 85%

SAIL-Embedding Technical Report: Omni-modal Embedding Foundation Model

Lin Lin, Jiefeng Long, Zhihe Wan, Yuchi Wang, Dingkang Yang, Shuang Yang, Yueyang Yao, Xu Chen, Zirui Guo, Shengqiang Li, Weiran Li, Hanyu Li, Yaling Mou, Yan Qiu, Haiyang Yu, Xiao Liang, Hongsheng Li, Chao Feng

机构 * ByteDance Douyin SAIL Team, CUHK MMLab（字节跳动抖音SAIL团队，CUHK MMLab）

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

Comments Technical Report

2508.12815 2025-11-04 cs.LG cs.AI cs.CL cs.CV 82%

Learning to Steer: Input-dependent Steering for Multimodal LLMs

Jayneel Parekh, Pegah Khayatan, Mustafa Shukor, Arnaud Dapogny, Alasdair Newson, Matthieu Cord

机构 * ISIR, Sorbonne Université（ISIR，索邦大学）

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

Comments NeurIPS 2025

2504.08809 2025-11-04 cs.LG 82%

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）

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

Comments 17 pages, 4 figures

2511.00903 2025-11-04 cs.CL 79%

ColMate: Contrastive Late Interaction and Masked Text for Multimodal Document Retrieval

Ahmed Masry, Megh Thakkar, Patrice Bechard, Sathwik Tejaswi Madhusudhan, Rabiul Awal, Shambhavi Mishra, Akshay Kalkunte Suresh, Srivatsava Daruru, Enamul Hoque, Spandana Gella, Torsten Scholak, Sai Rajeswar

机构 * ServiceNow ； York University（约克大学）； MILA - Quebec AI Institute（魁北克人工智能研究所）； Université de Montréal（蒙特利尔大学）； École de technologie supérieure（卓越工程学院）

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

2511.00375 2025-11-04 cs.LG cs.IR 78%

PolyRecommender: A Multimodal Recommendation System for Polymer Discovery

Xin Wang, Yunhao Xiao, Rui Qiao

机构 * Department of Mechanical Engineering（机械工程系）

专题命中跨模态检索：multimodal(title,abstract)

2510.22023 2025-11-04 cs.IR 78%

Multimodal Item Scoring for Natural Language Recommendation via Gaussian Process Regression with LLM Relevance Judgments

Yifan Liu, Qianfeng Wen, Jiazhou Liang, Mark Zhao, Justin Cui, Anton Korikov, Armin Toroghi, Junyoung Kim, Scott Sanner

专题命中跨模态检索：multimodal(title,abstract)

Comments 16 pages,20 figures

2508.21738 2025-11-04 cs.CY cs.CV 57%

From Drone Imagery to Livability Mapping: AI-powered Environment Perception in Rural China

Weihuan Deng, Yaofu Huang, Luan Chen, Xun Li, Yu Gu, Yao Yao

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

2511.00925 2025-11-04 cs.CV 57%

Dynamic Multi-level Weighted Alignment Network for Zero-shot Sketch-based Image Retrieval

Hanwen Su, Ge Song, Jiyan Wang, Yuanbo Zhu

机构 * School of Computer and Electronic Information（计算机与电子信息学院）； Nanjing Normal University（南京师范大学）； Nanjing（南京）； CHN（中国）

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

1. 跨模态检索 9 篇