多模态大模型

ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model

Jialong Zuo, Yongtai Deng, Mengdan Tan, Rui Jin, Dongyue Wu, Nong Sang, Liang Pan, Changxin Gao

机构 * National Key Laboratory of Multispectral Information Intelligent Processing Technology, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（多谱信息智能处理技术国家实验室，人工智能与自动化学院，华中科技大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 多模态训练与对齐 ：multi-modal(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments NeurIPS2025 Accepted Paper

MSR-Align: Policy-Grounded Multimodal Alignment for Safety-Aware Reasoning in Vision-Language Models

Yinan Xia, Yilei Jiang, Yingshui Tan, Xiaoyong Zhu, Xiangyu Yue, Bo Zheng

机构 * Future Lab, Alibaba Group（阿里巴巴集团未来实验室） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；分类 cs.CV、cs.CL

Beyond Single Models: Mitigating Multimodal Hallucinations via Adaptive Token Ensemble Decoding

Jinlin Li, Yuran Wang, Yifei Yuan, Xiao Zhou, Yingying Zhang, Xixian Yong, Yefeng Zheng, Xian Wu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学 Gallup 学院） ； Department of Electrical and Computer Engineering, McGill University（麦吉尔大学电气与计算机工程系） ； School of Statistics, Renmin University of China（中国人民大学统计学院） ； Tencent Jarvis Lab（腾讯 Jarvis 实验室） ； Medical Artificial Intelligence Lab, Westlake University（西湖大学医学人工智能实验室） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；分类 cs.CV

BlendCLIP: Bridging Synthetic and Real Domains for Zero-Shot 3D Object Classification with Multimodal Pretraining

Ajinkya Khoche, Gergő László Nagy, Maciej Wozniak, Thomas Gustafsson, Patric Jensfelt

机构 * KTH Royal Institute of Technology（皇家理工学院） ； Scania CV AB（斯堪尼亚公司） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；分类 cs.CV

Comments Under Review

M3ST-DTI: A multi-task learning model for drug-target interactions based on multi-modal features and multi-stage alignment

Xiangyu Li, Ran Su, Liangliang Liu

专题命中 多模态训练与对齐 ：multi-modal(title)；cross-modal(abstract)；分类 cs.MM

Comments This paper accepted by IEEE BIBM 2025

Learning Collaborative Knowledge with Multimodal Representation for Polyp Re-Identification

Suncheng Xiang, Jiale Guan, Shilun Cai, Jiacheng Ruan, Dahong Qian

机构 * Shanghai Jiao Tong University（上海交通大学） ； Zhongshan Hospital of Fudan University（复旦大学中山医院） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；分类 cs.CV

Learning with Dual-level Noisy Correspondence for Multi-modal Entity Alignment

Haobin Li, Yijie Lin, Peng Hu, Mouxing Yang, Xi Peng

机构 * College of Computer Science, Sichuan University（四川大学计算机学院） ； National Key Laboratory of Fundamental Algorithms and Models for Engineering Numerical Simulation, Sichuan University（四川省工程数值模拟基础算法与模型国家重点实验室） 纠错

专题命中 多模态训练与对齐 ：multi-modal(title,abstract)

Comments 30 pages, 12 figures

Adaptive Divergence Regularized Policy Optimization for Fine-tuning Generative Models

Jiajun Fan, Tong Wei, Chaoran Cheng, Yuxin Chen, Ge Liu

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 多模态训练与对齐 ：multi-modal(abstract)；分类 cs.AI

Comments 30 pages

Transformer Redesign for Late Fusion of Audio-Text Features on Ultra-Low-Power Edge Hardware

Stavros Mitsis, Ermos Hadjikyriakos, Humaid Ibrahim, Savvas Neofytou, Shashwat Raman, James Myles, Eiman Kanjo

机构 * Nottingham Trent University（诺丁汉特伦特大学） 纠错

专题命中 多模态训练与对齐 ：multimodal(abstract)；分类 eess.AS

MTRE: Multi-Token Reliability Estimation for Hallucination Detection in VLMs

Geigh Zollicoffer, Minh Vu, Manish Bhattarai

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） 纠错

专题命中 多模态训练与对齐 ：multimodal(abstract)；分类 cs.AI

CoIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization

Yichen Yan, Ming Zhong, Qi Zhu, Xiaoling Gu, Jinpeng Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Hangzhou Dianzi University（杭州电子科技大学） ； School of Computer Science (National Pilot Software Engineering School), BUPT（计算机学院（国家级试点软件工程学院），北京邮电大学） 纠错

专题命中 多模态训练与对齐 ：multimodal(abstract)；分类 cs.CV

Comments 22 pages, 8 figures, 39th Conference on Neural Information Processing Systems (NeurIPS 2025)