多模态信息融合 - arXivDaily 专题

2511.17587 2025-11-25 cs.LG cs.AI 50%

Emotion and Intention Guided Multi-Modal Learning for Sticker Response Selection

基于情感与意图引导的多模态学习用于贴纸响应选择

Yuxuan Hu, Jian Chen, Yuhao Wang, Zixuan Li, Jing Xiong, Pengyue Jia, Wei Wang, Chengming Li, Xiangyu Zhao

专题命中融合架构与评测：multi-modal fusion(abstract)

AI总结本文提出EIGML框架，通过联合建模情感与意图，提升贴纸响应选择的准确性和理解深度。

2509.10518 2025-11-24 cs.LG 50%

Holographic Knowledge Manifolds: A Novel Pipeline for Continual Learning Without Catastrophic Forgetting in Large Language Models

全息知识流形：一种实现大语言模型持续学习中无灾难性遗忘的新型流程

Justin Arndt

专题命中融合架构与评测：multimodal fusion(abstract)

AI总结全息知识流形通过分形量化等技术实现大语言模型持续学习中零灾难性遗忘，提升知识压缩效率并降低训练成本。

Comments This paper includes significant errors discovered post publication by the author

2511.15062 2025-11-20 cs.LG 50%

Interpretable temporal fusion network of multi- and multi-class arrhythmia classification

Yun Kwan Kim

专题命中融合架构与评测：information fusion(abstract)

Comments [Doctoral dissertation, Korea University, 2025]

2511.14770 2025-11-20 cs.IR cs.AI 50%

ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models

Bo Ma, LuYao Liu, ZeHua Hu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China

专题命中融合架构与评测：multi-modal fusion(abstract)

2511.11750 2025-11-18 cs.LG cs.AI 50%

IDOL: Meeting Diverse Distribution Shifts with Prior Physics for Tropical Cyclone Multi-Task Estimation

Hanting Yan, Pan Mu, Shiqi Zhang, Yuchao Zhu, Jinglin Zhang, Cong Bai

专题命中融合架构与评测：multi-modal fusion(abstract)

2511.09315 2025-11-13 cs.LG 50%

A Tensor Residual Circuit Neural Network Factorized with Matrix Product Operation

Andi Chen

专题命中融合架构与评测：information fusion(abstract)

Comments This is the supplementary material link: https://drive.google.com/file/d/141v7as_sMheOFxYkcqUPtG6F7KD1-50Y/view?usp=sharing

2511.01310 2025-11-12 cs.MA 50%

From Pixels to Cooperation Multi Agent Reinforcement Learning based on Multimodal World Models

Sureyya Akin, Kavita Srivastava, Prateek B. Kapoor, Pradeep G. Sethi, Sunita Q. Patel, Rahu Srivastava

专题命中融合架构与评测：multimodal fusion(abstract)

Comments We have identified critical issues in the code implementation that severely deviate from Algorithm 1, invalidating all experimental results and conclusions. Despite exhaustive efforts to correct these issues, we find they fundamentally undermine the paper's core claims. To uphold academic integrity and prevent misinformation, we are withdrawing this manuscript

2511.03741 2025-11-07 eess.SY cs.SY 50%

Electric Vehicle Charging Load Modeling: A Survey, Trends, Challenges and Opportunities

Xiachong Lin, Arian Prabowo, Imran Razzak, Hao Xue, Matthew Amos, Sam Behrens, Flora D. Salim

专题命中融合架构与评测：information fusion(abstract)

Comments 14 pages, 7 figures

2510.15748 2025-11-05 cs.AI 50%

Towards Relaxed Multimodal Inputs for Gait-based Parkinson's Disease Assessment

Minlin Zeng, Zhipeng Zhou, Yang Qiu, Martin J. McKeown, Zhiqi Shen

机构 * College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）； Department of Medicine (Neurology), Pacific Parkinsons Research Centre, The University of British Columbia（医学系（神经学），太平洋帕金森研究中心，不列颠哥伦比亚大学）

专题命中融合架构与评测：information fusion(abstract)

2510.22237 2025-10-28 eess.AS cs.LG 50%

Bridging the Perceptual-Statistical Gap in Dysarthria Assessment: Why Machine Learning Still Falls Short

Krishna Gurugubelli

机构 * Samsung Research \& Development Institute Bengaluru, India\ .

专题命中融合架构与评测：multimodal fusion(abstract)

2510.22613 2025-10-28 cs.SE 50%

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

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

专题命中融合架构与评测：multi-modal fusion(abstract)

2510.22320 2025-10-28 cs.MA 50%

IFS: Information Flow Structure for Multi-agent Ad Hoc System

Yanqing Fu, Chenrun Wang, Chao Huang, Zhuping Wang

专题命中融合架构与评测：information fusion(abstract)

2504.09654 2025-10-24 stat.AP 50%

Integrated Bayesian non-parametric spatial modeling for cross-sample identification of spatially variable genes

Meng Zhou, Shuangge Ma, Mengyun Wu

专题命中融合架构与评测：information fusion(abstract)

2508.16122 2025-10-22 cs.CL 50%

Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection

Ankan Mullick, Saransh Sharma, Abhik Jana, Pawan Goyal

机构 * IIT Kharagpur, India（印度理工学院Kharagpur）； Adobe Research, India（Adobe研究）； IIT Bhubaneswar, India（印度理工学院Bhubaneswar）

专题命中融合架构与评测：multimodal fusion(abstract)

Comments EMNLP 2025 Main Conference Full Paper

Journal ref EMNLP 2025 Main Conference Full Paper

2510.15953 2025-10-21 cs.CR 50%

Hierarchical Multi-Modal Threat Intelligence Fusion Without Aligned Data: A Practical Framework for Real-World Security Operations

Sisir Doppalapudi

专题命中融合架构与评测：multi-modal fusion(abstract)

2510.15422 2025-10-20 stat.ML cs.LG 50%

Information Theory in Open-world Machine Learning Foundations, Frameworks, and Future Direction

Lin Wang

机构 * Shenzhen Key Laboratory of Neuropsychiatric Modulation（深圳心理行为调控重点实验室）； Shenzhen-Hong Kong Institute of Brain Science（深圳-香港脑科学研究院）； Shenzhen Institutes of Advanced Technology（深圳先进技术研究院）； Chinese Academy of Sciences（中国科学院）

专题命中融合架构与评测：information fusion(abstract)

2510.06938 2025-10-09 quant-ph cs.AI 50%

Expressive and Scalable Quantum Fusion for Multimodal Learning

Tuyen Nguyen, Trong Nghia Hoang, Phi Le Nguyen, Hai L. Vu, Truong Cong Thang

机构 * University of Technology Sydney（悉尼技术大学）； The University of Aizu（御所大学）； Washington State University（华盛顿州立大学）； Hanoi University of Science and Technology（河内科学技术大学）； Monash University（莫纳什大学）

专题命中融合架构与评测：multimodal fusion(abstract)

Comments 22 pages, 4 figures

2505.23631 2025-10-07 cs.HC cs.AI cs.CL 50%

Human Empathy as Encoder: AI-Assisted Depression Assessment in Special Education

Boning Zhao, Xinnuo Li, Yutong Hu

机构 * Tandon School of Engineering New York University New York, USA ； College of Arts \& Science New York University New York, USA

专题命中融合架构与评测：multimodal fusion(abstract)

Comments 7 pages, 6 figures, ACII 2025

2503.22962 2025-10-07 cs.LG cond-mat.mtrl-sci physics.chem-ph 50%

Multimodal machine learning with large language embedding model for polymer property prediction

Tianren Zhang, Dai-Bei Yang

机构 * Department of Materials Science and Engineering, University of Delaware, Newark, Delaware 19716, United States（材料科学与工程系，德雷克塞尔大学）； Department of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States（化学系，宾夕法尼亚大学）

专题命中融合架构与评测：multimodal fusion(abstract)

Journal ref Chem. Mater. 2025, 37, 7002-7013

2510.01780 2025-10-03 cs.CR cs.AI cs.CY cs.LG 50%

Secure Multi-Modal Data Fusion in Federated Digital Health Systems via MCP

Aueaphum Aueawatthanaphisut

机构 * School of Information, Computer, and Communication Technology（信息、计算机与通信技术学院）； Sirindhorn International Institute of Technology, Thammasat University（泰国朱拉安吞国际技术学院，泰国 Thammasat 大学）

专题命中融合架构与评测：multi-modal fusion(abstract)

Comments 6 pages, 8 figures, 7 equations, 1 algorithm

2510.01622 2025-10-03 cs.IR cs.AI cs.CL 50%

LLM4Rec: Large Language Models for Multimodal Generative Recommendation with Causal Debiasing

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； Peking University Changsha, China

专题命中融合架构与评测：multimodal fusion(abstract)

2507.11997 2025-10-03 cs.LG cs.AI 50%

Can LLMs Find Fraudsters? Multi-level LLM Enhanced Graph Fraud Detection

Tairan Huang, Yili Wang, Qiutong Li, Changlong He, Jianliang Gao

机构 * Central South University（中南大学）； Hongkong University of Science and Technology (Guangzhou)（香港科技大学（广州））

专题命中融合架构与评测：multimodal fusion(abstract)

Comments Accepted by ACM MM 2025

2505.12626 2025-10-03 q-bio.GN cs.AI cs.LG 50%

scSiameseClu: A Siamese Clustering Framework for Interpreting single-cell RNA Sequencing Data

Ping Xu, Zhiyuan Ning, Pengjiang Li, Wenhao Liu, Pengyang Wang, Jiaxu Cui, Yuanchun Zhou, Pengfei Wang

机构 * Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心）； University of Chinese Academy of Sciences（中国科学院大学）； College of Life Science, Northeast Agricultural University（东北农业大学生命科学学院）； SKL-IOTSC and Department of CIS, University of Macau（澳门大学SKL-IOTSC和CIS系）； Jilin University（吉林大学）

专题命中融合架构与评测：information fusion(abstract)

2501.14399 2025-10-03 cs.IR cs.AI cs.DB cs.LG cs.SI 50%

Handling Heterophily in Recommender Systems with Wavelet Hypergraph Diffusion

Darnbi Sakong, Thanh Tam Nguyen

专题命中融合架构与评测：multi-modal fusion(abstract)

Comments Fixed and extended results

2510.00738 2025-10-02 cs.HC 50%

Datasets for Valence and Arousal Inference: A Survey

Helen Schneider, Svetlana Pavlitska, Helen Gremmelmaier, J. Marius Zöllner

专题命中融合架构与评测：sensor fusion(abstract)

Comments Accepted for publication at ABAW Workshop at CVPR2025

2509.25037 2025-09-30 cs.CL 50%

GateMABSA: Aspect-Image Gated Fusion for Multimodal Aspect-based Sentiment Analysis

Adamu Lawan, Haruna Yunusa

专题命中融合架构与评测：multimodal fusion(abstract)

Comments 6 pages, 2 tables

2509.20240 2025-09-25 cs.LG cs.AI 50%

A HyperGraphMamba-Based Multichannel Adaptive Model for ncRNA Classification

Xin An, Ruijie Li, Qiao Ning, Hui Li, Qian Ma, Shikai Guo

专题命中融合架构与评测：multimodal fusion(abstract)

Comments 9 pages, 17 figures (including subfigures), 1 table. Xin An and Ruijie Li contributed equally to this work and should be considered co-first authors

2506.00337 2025-09-22 cs.LG 50%

Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification

Ming Hu, Jianfu Yin, Mingyu Dou, Yuqi Wang, Ruochen Dang, Siyi Liang, Feiyu Zhu, Cong Hu, Yao Wang, Bingliang Hu, Quan Wang

机构 * Xi’an Institute of Optics and Precision Mechanics, CAS（西安光学精密机械研究所，中国科学院）； University of Chinese Academy of Sciences（中国科学院大学）； Southwest Jiaotong University（西南交通大学）； Zhongnan Hospital of Wuhan University（武汉大学中南医院）； Xi’an Jiaotong University（西安交通大学）； National Key Laboratory of Information Systems Engineering（信息系统工程国家重点实验室）

专题命中融合架构与评测：information fusion(abstract)

2509.12930 2025-09-17 cs.DC 50%

Analysis and Optimization of Wireless Multimodal Federated Learning on Modal Heterogeneity

Xuefeng Han, Wen Chen, Jun Li, Ming Ding, Qingqing Wu, Kang Wei, Xiumei Deng, Yumeng Shao, Qiong Wu

专题命中融合架构与评测：decision-level fusion(abstract)

2509.09799 2025-09-15 cs.LG cs.HC 50%

Distinguishing Startle from Surprise Events Based on Physiological Signals

Mansi Sharma, Alexandre Duchevet, Florian Daiber, Jean-Paul Imbert, Maurice Rekrut

机构 * German Research Center for Artificial Intelligence (DFKI), Cognitive Assistants Lab, Saarland Informatics Campus（德国人工智能研究中心（DFKI）、认知助理实验室、萨尔兰州信息技术校区）； Fédération ENAC ISAE-SUPAERO ONERA, Université de Toulouse（ENAC ISAE-SUPAERO ONERA联合会、图卢兹大学）

专题命中融合架构与评测：multi-modal fusion(abstract)

1. 融合架构与评测 1409 篇

Emotion and Intention Guided Multi-Modal Learning for Sticker Response Selection

Holographic Knowledge Manifolds: A Novel Pipeline for Continual Learning Without Catastrophic Forgetting in Large Language Models

Interpretable temporal fusion network of multi- and multi-class arrhythmia classification

ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models

IDOL: Meeting Diverse Distribution Shifts with Prior Physics for Tropical Cyclone Multi-Task Estimation

A Tensor Residual Circuit Neural Network Factorized with Matrix Product Operation

From Pixels to Cooperation Multi Agent Reinforcement Learning based on Multimodal World Models

Electric Vehicle Charging Load Modeling: A Survey, Trends, Challenges and Opportunities

Towards Relaxed Multimodal Inputs for Gait-based Parkinson's Disease Assessment

Bridging the Perceptual-Statistical Gap in Dysarthria Assessment: Why Machine Learning Still Falls Short

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

IFS: Information Flow Structure for Multi-agent Ad Hoc System

Integrated Bayesian non-parametric spatial modeling for cross-sample identification of spatially variable genes

Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection

Hierarchical Multi-Modal Threat Intelligence Fusion Without Aligned Data: A Practical Framework for Real-World Security Operations

Information Theory in Open-world Machine Learning Foundations, Frameworks, and Future Direction

Expressive and Scalable Quantum Fusion for Multimodal Learning

Human Empathy as Encoder: AI-Assisted Depression Assessment in Special Education

Multimodal machine learning with large language embedding model for polymer property prediction

Secure Multi-Modal Data Fusion in Federated Digital Health Systems via MCP

LLM4Rec: Large Language Models for Multimodal Generative Recommendation with Causal Debiasing

Can LLMs Find Fraudsters? Multi-level LLM Enhanced Graph Fraud Detection

scSiameseClu: A Siamese Clustering Framework for Interpreting single-cell RNA Sequencing Data

Handling Heterophily in Recommender Systems with Wavelet Hypergraph Diffusion

Datasets for Valence and Arousal Inference: A Survey

GateMABSA: Aspect-Image Gated Fusion for Multimodal Aspect-based Sentiment Analysis

A HyperGraphMamba-Based Multichannel Adaptive Model for ncRNA Classification

Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification

Analysis and Optimization of Wireless Multimodal Federated Learning on Modal Heterogeneity

Distinguishing Startle from Surprise Events Based on Physiological Signals