多模态信息融合 - arXivDaily 专题

2506.05019 2025-09-12 cs.CE 50%

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis

Wenyan Xu, Dawei Xiang, Yue Liu, Xiyu Wang, Yanxiang Ma, Liang Zhang, Shu Hu, Chang Xu, Jiaheng Zhang

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

Comments Under review

2211.06579 2025-09-09 cs.AI 50%

Explainable Artificial Intelligence: Precepts, Methods, and Opportunities for Research in Construction

Peter ED Love, Weili Fang, Jane Matthews, Stuart Porter, Hanbin Luo, Lieyun Ding

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

Comments 56 pages, 3 figures. arXiv admin note: text overlap with arXiv:1910.10045 by other authors

Journal ref 2023

2509.04713 2025-09-08 cs.LG 50%

Natural Spectral Fusion: p-Exponent Cyclic Scheduling and Early Decision-Boundary Alignment in First-Order Optimization

Gongyue Zhang, Honghai Liu

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

2509.03029 2025-09-04 cs.LG 50%

Multimodal learning of melt pool dynamics in laser powder bed fusion

Satyajit Mojumder, Pallock Halder, Tiana Tonge

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

Comments 20 pages, 6 figures, 1 table

2508.21793 2025-09-01 cs.LG cs.AI 50%

MoE-Health: A Mixture of Experts Framework for Robust Multimodal Healthcare Prediction

Xiaoyang Wang, Christopher C. Yang

机构 * Drexel University（德雷塞尔大学）

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

Comments Accepted to The 16th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025)

2508.21460 2025-09-01 cs.IR cs.AI 50%

Diffusion-based Multi-modal Synergy Interest Network for Click-through Rate Prediction

Xiaoxi Cui, Weihai Lu, Yu Tong, Yiheng Li, Zhejun Zhao

机构 * Peking University（北京大学）； Wuhan University（武汉大学）； Shanghai University of International Business（上海国际商务大学）； Microsoft（微软）

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

Comments SIGIR 2025

Journal ref SIGIR 2025: Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval Pages 581 - 591

2508.21330 2025-09-01 cs.LG cs.AI 50%

Stage-Diff: Stage-wise Long-Term Time Series Generation Based on Diffusion Models

Xuan Hou, Shuhan Liu, Zhaohui Peng, Yaohui Chu, Yue Zhang, Yining Wang

机构 * Shandong University（山东大学）

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

Comments 8 pages, 5 figures

2508.21101 2025-09-01 cs.LG cs.AI 50%

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI

Dilruk Perera, Gousia Habib, Qianyi Xu, Daniel J. Tan, Kai He, Erik Cambria, Mengling Feng

机构 * National University of Singapore（新加坡国立大学）； Nanyang Technological University（南洋理工大学）

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

Comments 40 pages in total (including appendix)

2508.19274 2025-08-28 cs.CL 50%

Leveraging Language Models and Machine Learning in Verbal Autopsy Analysis

Yue Chu

机构 * Department of Sociology（社会学系）

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

Comments Ph.D. dissertation submitted to The Ohio State University, August 2025

2508.18109 2025-08-26 cs.CR 50%

Aligning Core Aspects: Improving Vulnerability Proof-of-Concepts via Cross-Source Insights

Lingxiao Wang, Wenjing Dang, Mengyao Zhang, Yue Wang, Xianzong Wu, Sen Chen

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

2507.03430 2025-08-26 cs.LG cs.AI 50%

Multi-Level Fusion Graph Neural Network for Molecule Property Prediction

XiaYu Liu, Chao Fan, Yang Liu, Hou-biao Li

机构 * School of Mathematical Sciences, University of Electronic Science and Technology of China（电子科技大学数学科学学院）； College of Management Science, Chengdu University of Technology（成都理工大学管理科学学院）

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

Comments 42 pages, 11 figures, 6 tables

Journal ref Journal of Chemical Information and Modeling,2025

2505.01068 2025-08-25 cs.CL cs.AI 50%

Multimodal Transformers are Hierarchical Modal-wise Heterogeneous Graphs

Yijie Jin, Junjie Peng, Xuanchao Lin, Haochen Yuan, Lan Wang, Cangzhi Zheng

机构 * School of Computer Engineering and Science, Shanghai University（上海大学计算机工程与科学学院）

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

Journal ref https://aclanthology.org/2025.acl-long.109/

2405.06419 2025-08-13 cs.LG cs.AI cs.NE 50%

Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting

Tianxiang Zhan, Yuanpeng He, Yong Deng, Zhen Li, Wenjie Du, Qingsong Wen

机构 * Institute of Fundamental and Frontier Science, University of Electronic Science and Technology of China（电子科技大学基础与前沿科学学院）； Key Laboratory of High Confidence Software Technologies (Peking University), Ministry of Education（北京大学高可信软件技术重点实验室）； School of Computer Science, Peking University（北京大学计算机学院）； China Mobile Information Technology Center（中国移动信息科技中心）； PyPOTS Research（PyPOTS研究团队）； Squirrel Ai Learning

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

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2025

2508.01701 2025-08-05 cs.LG cs.AI 50%

MHARFedLLM: Multimodal Human Activity Recognition Using Federated Large Language Model

Asmit Bandyopadhyay, Rohit Basu, Tanmay Sen, Swagatam Das

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

2508.00862 2025-08-05 cs.DL 50%

A survey on proximity monitoring and warning in construction

Yuexiong Ding, Qiong Liu, Ankang Ji, Xiaowei Luo, Wen Yi, Albert P. C. Chan

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

2507.20641 2025-07-29 cs.AI cs.IT math.IT 50%

Adaptive Fuzzy Time Series Forecasting via Partially Asymmetric Convolution and Sub-Sliding Window Fusion

Lijian Li

机构 * Department of Computer and Information Science, University of Macau（计算机与信息科学系，澳门大学）

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

2405.08427 2025-07-24 cs.CL cs.AI 50%

Impact of Stickers on Multimodal Sentiment and Intent in Social Media: A New Task, Dataset and Baseline

Yuanchen Shi, Biao Ma, Longyin Zhang, Fang Kong

机构 * School of Computer Science and Technology（计算机科学与技术学院）； Soochow University（苏州大学）； Institute for Infocomm Research, A*STAR（信息与通信研究院，A*STAR）

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

Comments 10 pages, 7 figures

2505.22116 2025-07-23 cs.CL cs.AI 50%

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model

Jintao Zhang, Zirui Liu, Mingyue Cheng, Shilong Zhang, Tingyue Pan, Yitong zhou, Qi Liu, Yanhu Xie

机构 * University of Science and Technology of China（中国科学技术大学）； The First Affiliated Hospital of University of Science and Technology of China（中国科学技术大学第一附属医院）

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

2507.13687 2025-07-21 eess.SY cs.SY 50%

Robust Probability Hypothesis Density Filtering: Theory and Algorithms

Ming Lei, Shufan Wu

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

Comments This version is submitted and in review currently

2507.11870 2025-07-17 cs.CE 50%

MNO : A Multi-modal Neural Operator for Parametric Nonlinear BVPs

Vamshi C. Madala, Nithin Govindarajan, Shivkumar Chandrasekaran

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

2505.05763 2025-07-16 cs.LG cs.CL 50%

BMDetect: A Multimodal Deep Learning Framework for Comprehensive Biomedical Misconduct Detection

Yize Zhou, Jie Zhang, Meijie Wang, Lun Yu

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

2507.01173 2025-07-03 eess.SY cs.SY 50%

An Adaptive Estimation Approach based on Fisher Information to Overcome the Challenges of LFP Battery SOC Estimation

Junzhe Shi, Shida Jiang, Shengyu Tao, Jaewong Lee, Manashita Borah, Scott Moura

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

2506.11326 2025-06-16 cs.HC 50%

Combining Log Data and Collaborative Dialogue Features to Predict Project Quality in Middle School AI Education

Conrad Borchers, Xiaoyi Tian, Kristy Elizabeth Boyer, Maya Israel

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

Comments Research paper accepted to the 9th Educational Data Mining in Computer Science Education (CSEDM) Workshop

2506.01962 2025-06-04 cs.LG cs.AI 50%

Graph-Based Adversarial Domain Generalization with Anatomical Correlation Knowledge for Cross-User Human Activity Recognition

Xiaozhou Ye, Kevin I-Kai Wang

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

2506.01456 2025-06-03 q-bio.GN cs.AI cs.LG q-bio.NC 50%

GenDMR: A dynamic multimodal role-swapping network for identifying risk gene phenotypes

Lina Qin, Cheng Zhu, Chuqi Zhou, Yukun Huang, Jiayi Zhu, Ping Liang, Jinju Wang, Yixing Huang, Cheng Luo, Dezhong Yao, Ying Tan

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

Comments 31 pages, 9 figures

2505.14505 2025-05-21 cs.CL cs.AI 50%

ModRWKV: Transformer Multimodality in Linear Time

Jiale Kang, Ziyin Yue, Qingyu Yin, Jiang Rui, Weile Li, Zening Lu, Zhouran Ji

机构 * RWKVOS ； Zhejiang University（浙江大学）； The Hong Kong University of Science and Technology（香港科学与技术大学）

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

2502.07158 2025-05-21 cs.LG cs.AI 50%

Early Risk Prediction of Pediatric Cardiac Arrest from Electronic Health Records via Multimodal Fused Transformer

Jiaying Lu, Stephanie R. Brown, Songyuan Liu, Shifan Zhao, Kejun Dong, Del Bold, Michael Fundora, Alaa Aljiffry, Alex Fedorov, Jocelyn Grunwell, Xiao Hu

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

Journal ref in Proceedings of 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2025)

2505.11878 2025-05-20 cs.LG cs.AI q-bio.MN 50%

AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery

Yifan Dai, Xuanbai Ren, Tengfei Ma, Qipeng Yan, Yiping Liu, Yuansheng Liu, Xiangxiang Zeng

机构 * College of Computer Science and Electronic Engineering, Hunan University（湖南大学计算机科学与电子工程学院）； School of Biomedical Science, Hunan University（湖南大学生物医学科学学院）

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

Comments 15 pages, 6 figures

2505.11262 2025-05-19 cs.NE 50%

A Step towards Interpretable Multimodal AI Models with MultiFIX

Mafalda Malafaia, Thalea Schlender, Tanja Alderliesten, Peter A. N. Bosman

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

Comments 9 pages, 6 figures, submitted to GECCO conference

2505.07902 2025-05-14 cs.CY cs.AI cs.CL cs.LG 50%

Multimodal Assessment of Classroom Discourse Quality: A Text-Centered Attention-Based Multi-Task Learning Approach

Ruikun Hou, Babette Bühler, Tim Fütterer, Efe Bozkir, Peter Gerjets, Ulrich Trautwein, Enkelejda Kasneci

机构 * Technical University of Munich（慕尼黑技术大学）； University of Tübingen（图宾根大学）； Leibniz-Institut für Wissensmedien（莱比锡知识媒体研究所）

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

Comments The 18th International Conference on Educational Data Mining (EDM 2025)

1. 融合架构与评测 1409 篇

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis

Explainable Artificial Intelligence: Precepts, Methods, and Opportunities for Research in Construction

Natural Spectral Fusion: p-Exponent Cyclic Scheduling and Early Decision-Boundary Alignment in First-Order Optimization

Multimodal learning of melt pool dynamics in laser powder bed fusion

MoE-Health: A Mixture of Experts Framework for Robust Multimodal Healthcare Prediction

Diffusion-based Multi-modal Synergy Interest Network for Click-through Rate Prediction

Stage-Diff: Stage-wise Long-Term Time Series Generation Based on Diffusion Models

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI

Leveraging Language Models and Machine Learning in Verbal Autopsy Analysis

Aligning Core Aspects: Improving Vulnerability Proof-of-Concepts via Cross-Source Insights

Multi-Level Fusion Graph Neural Network for Molecule Property Prediction

Multimodal Transformers are Hierarchical Modal-wise Heterogeneous Graphs

Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting

MHARFedLLM: Multimodal Human Activity Recognition Using Federated Large Language Model

A survey on proximity monitoring and warning in construction

Adaptive Fuzzy Time Series Forecasting via Partially Asymmetric Convolution and Sub-Sliding Window Fusion

Impact of Stickers on Multimodal Sentiment and Intent in Social Media: A New Task, Dataset and Baseline

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model

Robust Probability Hypothesis Density Filtering: Theory and Algorithms

MNO : A Multi-modal Neural Operator for Parametric Nonlinear BVPs

BMDetect: A Multimodal Deep Learning Framework for Comprehensive Biomedical Misconduct Detection

An Adaptive Estimation Approach based on Fisher Information to Overcome the Challenges of LFP Battery SOC Estimation

Combining Log Data and Collaborative Dialogue Features to Predict Project Quality in Middle School AI Education

Graph-Based Adversarial Domain Generalization with Anatomical Correlation Knowledge for Cross-User Human Activity Recognition

GenDMR: A dynamic multimodal role-swapping network for identifying risk gene phenotypes

ModRWKV: Transformer Multimodality in Linear Time

Early Risk Prediction of Pediatric Cardiac Arrest from Electronic Health Records via Multimodal Fused Transformer

AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery

A Step towards Interpretable Multimodal AI Models with MultiFIX

Multimodal Assessment of Classroom Discourse Quality: A Text-Centered Attention-Based Multi-Task Learning Approach