arXivDaily arXiv每日学术速递 周一至周五更新

AI 大模型

多模态大模型

跨文本、图像、视频、音频等模态的大模型与学习方法。

共收录 4757 信号源:cs.CV, cs.CL, cs.AI, cs.MM, eess.AS

1. 视频多模态 4757 篇

2511.16169 2025-11-21 eess.SP 78%

UT-OSANet: A Multimodal Deep Learning model for Evaluating and Classifying Obstructive Sleep Apnea

UT-OSANet: 一种用于评估和分类阻塞性睡眠呼吸暂停的多模态深度学习模型

Zijian Wang, Xiaoyu Bao, Chenhao Zhao, Jihui Zhang, Sizhi Ai, Yuanqing Li

专题命中 视频多模态 :multimodal(title);cross-modal(abstract)

AI总结 UT-OSANet是一种多模态深度学习模型,用于高精度评估和分类阻塞性睡眠呼吸暂停,通过多种输入模态和灵活训练策略实现事件层面的诊断。

Comments 12 pages,8 figures

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2511.09773 2025-11-14 cs.LG eess.SP 78%

NeuroLingua: A Language-Inspired Hierarchical Framework for Multimodal Sleep Stage Classification Using EEG and EOG

Mahdi Samaee, Mehran Yazdi, Daniel Massicotte

专题命中 视频多模态 :multimodal(title,abstract)

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2511.09342 2025-11-13 eess.SP 78%

A cross-modal pre-training framework with video data for improving performance and generalization of distributed acoustic sensing

Junyi Duan, Jiageng Chen, Zuyuan He

专题命中 视频多模态 :cross-modal(title,abstract)

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2511.09137 2025-11-13 eess.SP 78%

xHAP: Cross-Modal Attention for Haptic Feedback Estimation in the Tactile Internet

Georgios Kokkinis, Alexandros Iosifidis, Qi Zhang

专题命中 视频多模态 :cross-modal(title,abstract)

Comments 12 pages, 13 figures, 3 tables, 2 algorithms

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2510.11321 2025-11-07 cs.RO 78%

HiMaCon: Discovering Hierarchical Manipulation Concepts from Unlabeled Multi-Modal Data

Ruizhe Liu, Pei Zhou, Qian Luo, Li Sun, Jun Cen, Yibing Song, Yanchao Yang

机构 * HKU Musketeers Foundation Institute of Data Science(香港大学数据科学学院) The University of Hong Kong(香港大学) DAMO Academy(达摩院) Alibaba Group(阿里巴巴集团)

专题命中 视频多模态 :multi-modal(title);cross-modal(abstract)

Comments Accepted at 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

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2511.01405 2025-11-05 eess.SP cs.ET 78%

MM-2FSK: Multimodal Frequency Shift Keying for Ultra-Efficient and Robust High-Resolution MIMO Radar Imaging

Vanessa Wirth, Johanna Bräunig, Martin Vossiek, Tim Weyrich, Marc Stamminger

专题命中 视频多模态 :multimodal(title,abstract)

Comments 9 pages

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2511.00716 2025-11-04 cs.LG 78%

Enhancing Heavy Rain Nowcasting with Multimodal Data: Integrating Radar and Satellite Observations

Rama Kassoumeh, David Rügamer, Henning Oppel

机构 * Bochum Institute of Technology(波恩技术学院) LMU Munich(慕尼黑大学) Munich Center for Machine Learning(慕尼黑机器学习中心) Okeanos Smart Data Solutions GmbH(Okeanos智能数据解决方案有限公司)

专题命中 视频多模态 :multimodal(title,abstract)

Comments accepted to ICMLA 2025

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2504.13522 2025-11-04 cs.LG cs.NE q-fin.CP 78%

Cross-Modal Temporal Fusion for Financial Market Forecasting

Yunhua Pei, John Cartlidge, Anandadeep Mandal, Daniel Gold, Enrique Marcilio, Riccardo Mazzon

机构 * School of Computer Science, University of Bristol, Bristol, UK(布里斯托大学计算机科学学院) School of Engineering Mathematics and Technology, University of Bristol, Bristol, UK(布里斯托大学工程数学与技术学院) School of Engineering Mathematics(工程数学学院) Technology, University of Bristol, Bristol, UK(技术学院) Business School, University of Birmingham, Birmingham, UK(伯明翰大学商学院) Stratiphy Limited, London, UK(Stratiphy公司)

专题命中 视频多模态 :cross-modal(title,abstract)

Comments 10 pages, 4 figures, manuscript accepted to PAIS at ECAI-2025 European Conference on Artificial Intelligence, October 25-30, 2025, Bologna, Italy

Journal ref Frontiers in Artificial Intelligence and Applications, vol. 413, ECAI 2025, pp. 5360 - 5367

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2510.24238 2025-10-29 cond-mat.mtrl-sci 78%

Unlocking Dynamic Luminescent Mapping of pH with Sustainable Lignin-Derived Carbon Dots with Multimodal Readout Capacity

Maja Szymczak, Jan Hočevar, Jernej Iskra, Darja Lisjak, Jelena Papan Djaniš, Lukasz Marciniak, Karolina Elzbieciak-Piecka

专题命中 视频多模态 :multimodal(title,abstract)

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2510.20952 2025-10-27 cs.LG 78%

LLM-Integrated Bayesian State Space Models for Multimodal Time-Series Forecasting

Sungjun Cho, Changho Shin, Suenggwan Jo, Xinya Yan, Shourjo Aditya Chaudhuri, Frederic Sala

机构 * Department of Computer Sciences University of Wisconsin-Madison(计算机科学系威斯康星大学麦迪逊分校)

专题命中 视频多模态 :multimodal(title,abstract)

Comments 15 pages, 8 figures

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2402.01116 2025-10-14 cs.RO cs.LG cs.SY eess.SY 78%

Scalable Multi-modal Model Predictive Control via Duality-based Interaction Predictions

Hansung Kim, Siddharth H. Nair, Francesco Borrelli

机构 * Model Predictive Control Laboratory, UC Berkeley(模型预测控制实验室,伯克利大学)

专题命中 视频多模态 :multi-modal(title,abstract)

Comments Accepted at IEEE Intelligent Vehicles Symposium 2024

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2509.26636 2025-10-01 cs.LG 78%

AccidentBench: Benchmarking Multimodal Understanding and Reasoning in Vehicle Accidents and Beyond

Shangding Gu, Xiaohan Wang, Donghao Ying, Haoyu Zhao, Runing Yang, Ming Jin, Boyi Li, Marco Pavone, Serena Yeung-Levy, Jun Wang, Dawn Song, Costas Spanos

机构 * UC Berkeley(伯克利大学) Stanford(斯坦福大学) UCL(伦敦大学学院) Virginia Tech(弗吉尼亚理工学院) Nvidia(英伟达公司)

专题命中 视频多模态 :multimodal(title,abstract)

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2509.21346 2025-09-29 cs.NE cs.LG q-bio.BM 78%

Spiking Neural Networks for Mental Workload Classification with a Multimodal Approach

Jiahui An, Sara Irina Fabrikant, Giacomo Indiveri, Elisa Donati

机构 * Institute of Neuroinformatics, University of Zurich(神经信息学研究所,苏黎世大学) ETH Zurich(苏黎世联邦理工学院) Digital Society Initiative, University of Zurich(数字社会倡议,苏黎世大学) Department of Geography(地理系)

专题命中 视频多模态 :multimodal(title,abstract)

Comments 8 pages

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2509.18457 2025-09-24 cs.LG 78%

GluMind: Multimodal Parallel Attention and Knowledge Retention for Robust Cross-Population Blood Glucose Forecasting

Ebrahim Farahmand, Reza Rahimi Azghan, Nooshin Taheri Chatrudi, Velarie Yaa Ansu-Baidoo, Eric Kim, Gautham Krishna Gudur, Mohit Malu, Owen Krueger, Edison Thomaz, Giulia Pedrielli, Pavan Turaga, Hassan Ghasemzadeh

机构 * Arizona State University(亚利桑那州立大学) University of Miami(迈阿密大学) The University of Texas at Austin(德克萨斯大学奥斯汀分校)

专题命中 视频多模态 :multimodal(title,abstract)

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2509.18020 2025-09-23 cs.HC 78%

ClassMind: Scaling Classroom Observation and Instructional Feedback with Multimodal AI

Ao Qu, Yuxi Wen, Jiayi Zhang, Yunge Wen, Yibo Zhao, Alok Prakash, Andrés F. Salazar-Gómez, Paul Pu Liang, Jinhua Zhao

专题命中 视频多模态 :multimodal(title,abstract)

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2509.17532 2025-09-23 cs.DC 78%

TACTFL: Temporal Contrastive Training for Multi-modal Federated Learning with Similarity-guided Model Aggregation

Guanxiong Sun, Majid Mirmehdi, Zahraa Abdallah, Raul Santos-Rodriguez, Ian Craddock, Telmo de Menezes e Silva Filho

专题命中 视频多模态 :multi-modal(title,abstract)

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2504.04603 2025-09-23 cs.RO 78%

Diffusion-Based Approximate MPC: Fast and Consistent Imitation of Multi-Modal Action Distributions

Pau Marquez Julbe, Julian Nubert, Henrik Hose, Sebastian Trimpe, Katherine J. Kuchenbecker

机构 * Max Planck ETH CLS(马克斯·普朗克-ETH CLS) German Research Foundation(德国研究基金会) Max Planck Institute for Intelligent Systems(马克斯·普朗克智能系统研究所) ETH Zürich(苏黎世联邦理工学院) Institute for Data Science in Mechanical Engineering (DSME)(机械工程数据科学研究所) RWTH Aachen University(亚琛工业大学)

专题命中 视频多模态 :multi-modal(title,abstract)

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2509.08578 2025-09-22 cs.LG q-bio.PE q-bio.QM 78%

Multi-modal Adaptive Estimation for Temporal Respiratory Disease Outbreak

Hong Liu, Kerui Cen, Yanxing Chen, Zige Liu, Dong Chen, Zifeng Yang, Chitin Hon

机构 * Respiratory Disease AI Laboratory in Epidemic Intelligence and Applications of Medical Big Data Instruments, Macau University of Science and Technology(呼吸疾病人工智能实验室(流行病智能与医学大数据应用)) Faculty of Innovation Engineering, Macau University of Science and Technology(创新工程学院) Institute of Systems Engineering, Macau University of Science and Technology(系统工程研究所) School of Business, Macau University of Science and Technology(商学院) State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University(呼吸疾病国家重点实验室、呼吸疾病临床研究中心、广州呼吸健康研究院、广州医学院第一附属医院) Guangzhou National Laboratory(广州国家实验室)

专题命中 视频多模态 :multi-modal(title,abstract)

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2509.15233 2025-09-22 cs.MM cs.CL cs.CV 78%

Video2Roleplay: A Multimodal Dataset and Framework for Video-Guided Role-playing Agents

Xueqiao Zhang, Chao Zhang, Jingtao Xu, Yifan Zhu, Xin Shi, Yi Yang, Yawei Luo

机构 * Zhejiang University(浙江大学)

专题命中 视频多模态 :multimodal(title);分类 cs.CV、cs.CL、cs.MM

Comments Accepted at EMNLP2025 Main

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2408.15864 2025-09-18 cs.RO 78%

FlowAct: A Proactive Multimodal Human-robot Interaction System with Continuous Flow of Perception and Modular Action Sub-systems

Timothée Dhaussy, Bassam Jabaian, Fabrice Lefèvre

机构 * Laboratoire Informatique d'Avignon, Avignon University, France(阿维尼翁信息实验室,阿维尼翁大学,法国)

专题命中 视频多模态 :multimodal(title,abstract)

Comments Paper accepted at ICPRAM 2025

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2509.05898 2025-09-09 cs.HC 78%

Attention, Action, and Memory: How Multi-modal Interfaces and Cognitive Load Alter Information Retention

Omar Elgohary, Zhu-Tien

专题命中 视频多模态 :multi-modal(title,abstract)

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2509.04714 2025-09-08 cs.SI 78%

ThumbnailTruth: A Multi-Modal LLM Approach for Detecting Misleading YouTube Thumbnails Across Diverse Cultural Settings

Wajiha Naveed, Zartash Afzal Uzmi, Zafar Ayyub Qazi

专题命中 视频多模态 :multi-modal(title,abstract)

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2509.04330 2025-09-05 cs.IR 78%

Temporal Interest-Driven Multimodal Personalized Content Generation

Tian Miao

专题命中 视频多模态 :multimodal(title,abstract)

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2509.04210 2025-09-05 cs.CE cs.LG 78%

COBRA: Multimodal Sensing Deep Learning Framework for Remote Chronic Obesity Management via Wrist-Worn Activity Monitoring

Zhengyang Shen, Bo Gao, Mayue Shi

机构 * Department of Electrical and Electronic Engineering, Imperial College London, London SW7 2AZ, UK(帝国理工学院电子与电气工程系) Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford OX3 7DQ, UK(牛津大学生物医学工程研究所)

专题命中 视频多模态 :multimodal(title,abstract)

Comments 19 pages, 4 figures. *Correspondence: m.shi16@imperial.ac.uk. Accepted by the IUPESM World Congress on Medical Physics and Biomedical Engineering 2025

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2507.19346 2025-09-05 cs.LG 78%

Short-Form Video Recommendations with Multimodal Embeddings: Addressing Cold-Start and Bias Challenges

Andrii Dzhoha, Katya Mirylenka, Egor Malykh, Marco-Andrea Buchmann, Francesca Catino

机构 * Zalando SE Berlin Germany(泽尔安多德国分公司) Zalando Switzerland AG Zürich Switzerland(泽尔安多瑞士分公司)

专题命中 视频多模态 :multimodal(title,abstract)

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2508.19567 2025-08-28 cs.LG 78%

Counterfactual Reward Model Training for Bias Mitigation in Multimodal Reinforcement Learning

Sheryl Mathew, N Harshit

专题命中 视频多模态 :multimodal(title,abstract)

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2508.11537 2025-08-18 cs.RO 78%

MultiPark: Multimodal Parking Transformer with Next-Segment Prediction

Han Zheng, Zikang Zhou, Guli Zhang, Zhepei Wang, Kaixuan Wang, Peiliang Li, Shaojie Shen, Ming Yang, Tong Qin

机构 * Shanghai Jiao Tong University(上海交通大学) Zhuoyu Technology, Co., Ltd.(珠海宇科技有限公司) Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology(香港理工大学电子与计算机工程系)

专题命中 视频多模态 :multimodal(title,abstract)

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2508.08541 2025-08-13 physics.app-ph 78%

Multimodal learning enables instant ionizing radiation alerts on unmodified mobile phones for real-world emergency response

Yanfeng Xie, Xingzhi Cheng

专题命中 视频多模态 :multimodal(title,abstract)

Comments 17 pages, 9 figures

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2508.05695 2025-08-11 cs.CR cs.LG 78%

MambaITD: An Efficient Cross-Modal Mamba Network for Insider Threat Detection

Kaichuan Kong, Dongjie Liu, Xiaobo Jin, Zhiying Li, Guanggang Geng, Jian Weng

机构 * College of Cyber Security(网络安全学院) Jinan University(济南大学) Department of Electrical and Electronic Engineering(电子与电气工程系) Xi’an Jiaotong-Liverpool University(西安交通大学利物浦大学)

专题命中 视频多模态 :cross-modal(title,abstract)

Comments Submitted to the 2025 IEEE International Conference on Data Mining (ICDM)

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2508.00210 2025-08-04 stat.CO stat.ME 78%

Efficient rare event estimation for multimodal and high-dimensional system reliability via subset adaptive importance sampling

Sara Helal, Victor Elvira

专题命中 视频多模态 :multimodal(title,abstract)

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