多模态信息融合 - arXivDaily 专题

2407.18227 2025-05-13 cs.LG 50%

Automated Ensemble Multimodal Machine Learning for Healthcare

Fergus Imrie, Stefan Denner, Lucas S. Brunschwig, Klaus Maier-Hein, Mihaela van der Schaar

机构 * Department of Statistics, University of Oxford（统计系，牛津大学）； Division of Medical Image Computing, German Cancer Research Center (DKFZ)（医学影像计算部，德国癌症研究中心（DKFZ））； Medical Faculty Heidelberg, Heidelberg University（海德堡大学医学系）； École Polytechnique Fédérale de Lausanne（洛桑联邦理工学院）； Pattern Analysis and Learning Group, Department of Radiation Oncology, Heidelberg University Hospital（模式分析与学习小组，海德堡大学医院放射肿瘤学系）； National Center for Tumor Diseases (NCT) Heidelberg（海德堡国家肿瘤疾病中心（NCT））； Department of Applied Mathematics and Theoretical Physics, University of Cambridge（应用数学与理论物理系，剑桥大学）

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

2505.07149 2025-05-13 cs.LG 50%

AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation

Heqing Ren, Chao Feng, Alberto Huertas, Burkhard Stiller

机构 * University of Zurich（苏黎世大学）

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

2505.06301 2025-05-13 cs.LG cs.AI cs.HC 50%

Domain-Adversarial Anatomical Graph Networks 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)

2505.04445 2025-05-08 cs.IR 50%

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Qianru Zhang, Liang Qu, Honggang Wen, Dong Huang, Siu-Ming Yiu, Nguyen Quoc Viet Hung, Hongzhi Yin

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

2504.18969 2025-05-02 cs.HC 50%

Advancing Face-to-Face Emotion Communication: A Multimodal Dataset (AFFEC)

Meisam J. Sekiavandi, Laurits Dixen, Jostein Fimland, Sree Keerthi Desu, Antonia-Bianca Zserai, Ye Sul Lee, Maria Barrett, Paolo Burelli

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

2504.18631 2025-04-29 cs.AI cs.LG 50%

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion

Dingxin Lu, Shurui Wu, Xinyi Huang

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

2503.03563 2025-04-23 cs.DB cs.AI 50%

A Conceptual Model for Attributions in Event-Centric Knowledge Graphs

Florian Plötzky, Katarina Britz, Wolf-Tilo Balke

机构 * ifis.cs.tu-bs.de（技术科学学院）

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

Comments Accepted by Data & Knowledge Engineering, 22 pages, 9 figures

2504.13112 2025-04-18 cs.LG 50%

Hadamard product in deep learning: Introduction, Advances and Challenges

Grigorios G Chrysos, Yongtao Wu, Razvan Pascanu, Philip Torr, Volkan Cevher

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

Comments Accepted in IEEE T-PAMI

2504.12067 2025-04-17 cs.SE cs.DC cs.NI 50%

LO2: Microservice API Anomaly Dataset of Logs and Metrics

Alexander Bakhtin, Jesse Nyyssölä, Yuqing Wang, Noman Ahmad, Ke Ping, Matteo Esposito, Mika Mäntylä, Davide Taibi

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

2405.19950 2025-04-17 cs.LG cs.AI 50%

Multimodal Lego: Model Merging and Fine-Tuning Across Topologies and Modalities in Biomedicine

Konstantin Hemker, Nikola Simidjievski, Mateja Jamnik

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

2504.11082 2025-04-16 cs.CL cs.AI 50%

DeepMLF: Multimodal language model with learnable tokens for deep fusion in sentiment analysis

Efthymios Georgiou, Vassilis Katsouros, Yannis Avrithis, Alexandros Potamianos

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

Comments Preprint

2504.08751 2025-04-15 cs.IR cs.AI cs.CR 50%

Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy

Haowei Yang, Lei Fu, Qingyi Lu, Yue Fan, Tianle Zhang, Ruohan Wang

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

2504.05071 2025-04-08 eess.SY cs.LG cs.SY 50%

AI-Driven Tactical Communications and Networking for Defense: A Survey and Emerging Trends

Victor Monzon Baeza, Raúl Parada, Laura Concha Salor, Carlos Monzo

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

2405.16869 2025-04-08 cs.AI cs.CL 50%

Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning

Yichi Zhang, Zhuo Chen, Lingbing Guo, Yajing Xu, Binbin Hu, Ziqi Liu, Wen Zhang, Huajun Chen

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

Comments ICLR 2025 Camera-ready Version. Fix a caption typo in the current version

2105.09489 2025-03-20 cs.AI 50%

Social Behaviour Understanding using Deep Neural Networks: Development of Social Intelligence Systems

Ethan Lim Ding Feng, Zhi-Wei Neo, Aaron William De Silva, Kellie Sim, Hong-Ray Tan, Thi-Thanh Nguyen, Karen Wei Ling Koh, Wenru Wang, Hoang D. Nguyen

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

2501.02766 2025-03-11 cs.SE cs.AI 50%

Are GNNs Actually Effective for Multimodal Fault Diagnosis in Microservice Systems?

Fei Gao, Ruyue Xin, Xiaocui Li, Yaqiang Zhang

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

Comments 6 pages, 5 figures, submitted to conference

2503.05774 2025-03-11 cs.LG cs.DB 50%

GeoJEPA: Towards Eliminating Augmentation- and Sampling Bias in Multimodal Geospatial Learning

Theodor Lundqvist, Ludvig Delvret

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

Comments 131 pages, 49 figures, 48 tables

2503.04135 2025-03-07 cs.CL 50%

Biological Sequence with Language Model Prompting: A Survey

Jiyue Jiang, Zikang Wang, Yuheng Shan, Heyan Chai, Jiayi Li, Zixian Ma, Xinrui Zhang, Yu Li

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

2406.00036 2025-02-27 cs.CL cs.AI cs.LG 50%

EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation

Yinghao Zhu, Changyu Ren, Zixiang Wang, Xiaochen Zheng, Shiyun Xie, Junlan Feng, Xi Zhu, Zhoujun Li, Liantao Ma, Chengwei Pan

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

Comments CIKM 2024 Full Research Paper; arXiv admin note: text overlap with arXiv:2402.07016

2209.10433 2025-02-24 eess.SY cs.SY stat.ME 50%

Arithmetic Average Density Fusion -- Part II: Unified Derivation for Unlabeled and Labeled RFS Fusion

Tiancheng Li

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

Comments 13 pages, 4 figures, 1 table

Journal ref IEEE Transactions on Aerospace and Electronic Systems, vol. 60, no. 3, pp. 3255-3268, June 2024

2407.11712 2025-02-04 cs.IR 50%

Fine-tuning Multimodal Large Language Models for Product Bundling

Xiaohao Liu, Jie Wu, Zhulin Tao, Yunshan Ma, Yinwei Wei, Tat-seng Chua

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

Comments Accepted by KDD 2025 (CR)

2404.12149 2025-01-29 cs.AI 50%

AccidentBlip: Agent of Accident Warning based on MA-former

Yihua Shao, Yeling Xu, Xinwei Long, Siyu Chen, Ziyang Yan, Yang Yang, Haoting Liu, Yan Wang, Hao Tang, Zhen Lei

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

2501.13597 2025-01-27 cs.LG 50%

A Comprehensive Survey on Spectral Clustering with Graph Structure Learning

Kamal Berahmand, Farid Saberi-Movahed, Razieh Sheikhpour, Yuefeng Li, Mahdi Jalili

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

2501.06764 2025-01-27 cs.LG 50%

MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection

Kaiying Yan, Moyang Liu, Yukun Liu, Ruibo Fu, Zhengqi Wen, Jianhua Tao, Xuefei Liu, Guanjun Li

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

2501.12401 2025-01-23 physics.acc-ph nucl-ex 50%

A Safer, Smaller, Cleaner Subcritical Thorium Fission - Deuteron Fusion Hybrid Reactor: DD Collider Instead of Muonic Fusion

D. Akturk, A. C. Canbay, B. Dagli, U. Kaya, S. Sultansoy

专题命中融合架构与评测：hybrid fusion(abstract)

Comments 7 pages, 3 figures, 3 tables

2404.00320 2025-01-22 cs.AI 50%

Advancing Multimodal Data Fusion in Pain Recognition: A Strategy Leveraging Statistical Correlation and Human-Centered Perspectives

Xingrui Gu, Zhixuan Wang, Irisa Jin, Zekun Wu

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

Comments Accepted by AHRI 2024

Journal ref 2024 12th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW)

2412.16847 2024-12-24 cs.HC cs.ET 50%

Fatigue Monitoring Using Wearables and AI: Trends, Challenges, and Future Opportunities

Kourosh Kakhi, Senthil Kumar Jagatheesaperumal, Abbas Khosravi, Roohallah Alizadehsani, U Rajendra Acharya

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

Comments 43 pages, 18 figures, 2 tables

2410.09289 2024-12-17 cs.SD cs.AI cs.LG eess.AS 50%

Multimodal Audio-based Disease Prediction with Transformer-based Hierarchical Fusion Network

Jinjin Cai, Ruiqi Wang, Dezhong Zhao, Ziqin Yuan, Victoria McKenna, Aaron Friedman, Rachel Foot, Susan Storey, Ryan Boente, Sudip Vhaduri, Byung-Cheol Min

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

2405.20313 2024-12-12 cs.LG q-bio.BM 50%

Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Backbone Generation

Guillaume Huguet, James Vuckovic, Kilian Fatras, Eric Thibodeau-Laufer, Pablo Lemos, Riashat Islam, Cheng-Hao Liu, Jarrid Rector-Brooks, Tara Akhound-Sadegh, Michael Bronstein, Alexander Tong, Avishek Joey Bose

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

Comments Presented at NeurIPS 2024

2412.04242 2024-12-06 cs.LG 50%

LMDM:Latent Molecular Diffusion Model For 3D Molecule Generation

Xiang Chen

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

Comments arXiv admin note: text overlap with arXiv:2209.05710 by other authors

1. 融合架构与评测 1409 篇

Automated Ensemble Multimodal Machine Learning for Healthcare

AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation

Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Advancing Face-to-Face Emotion Communication: A Multimodal Dataset (AFFEC)

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion

A Conceptual Model for Attributions in Event-Centric Knowledge Graphs

Hadamard product in deep learning: Introduction, Advances and Challenges

LO2: Microservice API Anomaly Dataset of Logs and Metrics

Multimodal Lego: Model Merging and Fine-Tuning Across Topologies and Modalities in Biomedicine

DeepMLF: Multimodal language model with learnable tokens for deep fusion in sentiment analysis

Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy

AI-Driven Tactical Communications and Networking for Defense: A Survey and Emerging Trends

Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning

Social Behaviour Understanding using Deep Neural Networks: Development of Social Intelligence Systems

Are GNNs Actually Effective for Multimodal Fault Diagnosis in Microservice Systems?

GeoJEPA: Towards Eliminating Augmentation- and Sampling Bias in Multimodal Geospatial Learning

Biological Sequence with Language Model Prompting: A Survey

EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation

Arithmetic Average Density Fusion -- Part II: Unified Derivation for Unlabeled and Labeled RFS Fusion

Fine-tuning Multimodal Large Language Models for Product Bundling

AccidentBlip: Agent of Accident Warning based on MA-former

A Comprehensive Survey on Spectral Clustering with Graph Structure Learning

MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection

A Safer, Smaller, Cleaner Subcritical Thorium Fission - Deuteron Fusion Hybrid Reactor: DD Collider Instead of Muonic Fusion

Advancing Multimodal Data Fusion in Pain Recognition: A Strategy Leveraging Statistical Correlation and Human-Centered Perspectives

Fatigue Monitoring Using Wearables and AI: Trends, Challenges, and Future Opportunities

Multimodal Audio-based Disease Prediction with Transformer-based Hierarchical Fusion Network

Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Backbone Generation

LMDM:Latent Molecular Diffusion Model For 3D Molecule Generation