Multimodal Federated Learning

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. FedSSMCoOp: SSM Encoders for light-weight Federated Prompt Learning for Few-shot Classification

    Oct 7, 2026Ankita Das, Ambarish Parthasarathy, Sumohana S. Channappayya +1Few-Shot Image ClassificationMultimodal Federated Learning

    Department of Computer Science and Engineering Indian Institute of Technology Hyderabad · Department of Artificial Intelligence Indian Institute of Technology Hyderabad · Department of Electrical Engineering Indian Institute of Technology Hyderabad

  2. Prototype-guided Bilateral Alignment Multimodal Federated Learning

    Sep 30, 2026Tianchi Liao Tianchi_Liao, Lele Fu, Sheng Huang +3Multimodal Federated LearningFederated Learning Aggregation

    Department of Computer Science, Hong Kong Baptist University, Hong Kong SAR, China · School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, China

  3. Federated Multi-Modal Human Activity Recognition using Multi-Agent Reinforcement Learning

    Sep 27, 2026Debasmita Dey, Tanmay Sen, Himel MallickMultimodal Federated LearningHuman Activity Recognition

    SQC & OR Unit Indian Statistical Institute Kolkata Kolkata, India · Department of Population Health Sciences Cornell University 425 E 61st Street New York

  4. QoS-Aware Federated Learning for Multimodal In-Cabin Interaction in Smart Vehicles

    Sep 17, 2026Baran Can Gül, Mert Nakıp, Nasser Jazdi +1Multimodal Federated LearningAsynchronous Federated Learning

    Institute of Industrial Automation and Software Engineering, University of Stuttgart, Pfaffenwaldring 47, 70550 Stuttgart, Germany · Institute of Theoretical and Applied Informatics, Polish Academy of Sciences (IITIS PAN), 44-100 Gliwice, Poland · Ideatrum Ltd. Sti., 35560, İzmir, Türkiye

  5. Modality-Decoupled Federated Learning for Privacy-Preserving Embodied Intelligence in 6G

    Sep 10, 2026Zhuodong Liu, Xiangyu Li, Chunhong Yuan +5Multimodal Federated LearningWireless Communications

    Artificial Intelligence Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511453, China · Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai 200240, China · School of Electronic Science and Technology, Eastern Institute of Technology, Ningbo, Zhejiang 315200, China +4

  6. OmniMed-FL: A Robust Multimodal Federated Learning Framework for Clinical Diagnosis

    Sep 9, 2026Ayush Debnath, Ruelia Saha, Sudip MisraMultimodal Federated LearningMedical Diagnosis

    Indian Institute of Technology Kharagpur, India · KTH Royal Institute of Technology, Sweden · SRM University-AP, India +1

  7. Multimodal Federated Learning under Dual-Axis Modality Missingness

    Aug 10, 2026Adiba Orzikulova, Jaehyun Kwak, Jaemin Shin +5Multimodal Federated LearningMissing-Modality Learning

    1KAIST · 2CUHK · 3HKUST

  8. Towards Effective Federated Multimodal Graph Learning via Navigating Multifaceted Heterogeneity

    Aug 1, 2026Yinlin Zhu, Di Wu, Yi Zhang +5Multimodal Federated LearningFederated Graph Learning

    Sun Yat-sen University, Guangzhou, China1 · Shandong University, Weihai, China2 · Beijing Institute of Technology, Beijing, China3

  9. MMFGU: Multimodal Federated Graph Unlearning

    Jul 30, 2026Haodong Lu, Zekai Chen, Weiwei Ji +5Multimodal Federated LearningFederated Unlearning

    Beijing Institute of Technology Beijing, China

  10. FedOGL: Combating Catastrophic Forgetting in Federated Open-World Multimodal Graph Learning

    Jul 30, 2026Zekai Chen, Haodong Lu, Shihao Li +5Multimodal Federated LearningFederated Continual Learning

    Beijing Institute of Technology, Beijing, China

  11. FedTaste: Topology-Aware Structural Transfer for Multimodal Federated Learning with Missing Modalities

    Jul 25, 2026Haochen Liang, Jie Zhang, Hideya OchiaiMultimodal Federated LearningMissing-Modality Learning

    The University of Tokyo Tokyo, Japan · Great Bay University Dongguan, China

  12. Trustworthy Privacy-Preserving Multimodal Federated Learning for Personalised Breast Cancer Prediction

    Jul 21, 2026Ruth Amey, Muhammad Arifur Rahman, Taha Osman +4Breast CancerMultimodal Federated Learning

  13. Toward Federated Multimodal Graph Foundation Models: A Topology-Aware Multimodal Alignment Framework

    Jul 17, 2026Xunkai Li, Guohao Fu, Yuming Ai +4Multimodal Federated LearningCross-Modal Alignment

    Beijing Institute of Technology, Beijing, 100811, China

  14. FM2^2: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging

    Jul 15, 2026Shengchao Chen, Ting ShuMultimodal Federated LearningCross-Modal Alignment

    School of Artificial Intelligence, Shenzhen University Shenzhen, China · Australian AI Institute, University of Technology Sydney Sydney, Australia

  15. Continual Learning with Elastic Regularization and Synthetic Replay for Federated MLLM Fine-Tuning

    Jul 13, 2026Jing Liu, Chenxuanyin Zou, Jiayang Ren +5Multimodal Federated LearningGenerative Replay

    Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC V6T 1Z4, Canada · College of Future Information Technology, Fudan University, Shanghai 200433, China · Department of Chemical and Biological Engineering, The University of British Columbia, Vancouver, BC V6T 1Z4, Canada +3

  16. PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

    Jul 13, 2026Jing Liu, Kun Yang, Yan Wang +5Multimodal Federated LearningFederated Learning Aggregation

    College of Future Information Technology, Fudan University, Shanghai 200433, China · Division of Natural and Applied Sciences, Duke Kunshan University, Suzhou 215316, China · Department of Electrical and Computer Engineering, The University of British Columbia, BC V6T 1Z4, Canada +8

  17. Entropy-Guided Tensor Compression for Multimodal Federated Learning on Edge Devices

    Jul 7, 2026Quoc Bao Phan, Tuy Tan NguyenTensor NetworksMultimodal Federated Learning

    Department of Electrical and Computer Engineering, Center for Advanced Power Systems, FAMU-FSU College of Engineering, Florida State University, Tallahassee, FL 32310, USA

  18. ProMoE-FL: Prototype-conditioned Mixture of Experts for Multimodal Federated Learning with Missing Modalities

    Jul 7, 2026Aavash Chhetri, Bibek Niroula, Eduard Vazquez +4Multimodal Federated LearningMissing-Modality Learning

    NepAl Applied Mathematics and Informatics Institute for research, Nepal · Fogsphere (Redev.AI Ltd), UK · University of Lausanne, Switzerland +4

  19. QFedAgent: Quantum-Enhanced Personalized Federated Learning for Multi-Agent Activity Recognition

    Jul 2, 2026Quoc Bao Phan, Tuy Tan NguyenMultimodal Federated LearningHuman Activity Recognition

    Department of Electrical and Computer Engineering FAMU-FSU College of Engineering, Florida State University Tallahassee, FL 32310, USA

  20. FedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation Learning

    Jun 30, 2026Zekai Chen, Kairui Yang, Xuaner Chen +4Multimodal Federated LearningRepresentation Learning

    Beijing Institute of Technology, Beijing, China

  21. Towards Modality-imbalanced Federated Graph Learning: A Data Synthesis-based Approach

    Jun 18, 2026Zhengyu Wu, Hongchao Qin, Xunkai Li +3Multimodal Federated LearningMissing-Modality Learning

  22. PRISM: Topology-Aware Cross-Modal Imputation for Modality-Deficient Federated Graph Learning

    Jun 8, 2026Zekai Chen, Miao Zhang, Jiayang Xing +4Multimodal Federated LearningMissing-Modality Learning

    Beijing Institute of Technology, Beijing, 100081, China

  23. Federated Foundation Models over Vehicular Networks

    Jun 5, 2026Kasra Borazjani, Fardis Nadimi, Payam Abdisarabshali +5Multimodal Federated LearningIntelligent Transportation Systems

  24. Boosting Multimodal Federated Learning via Chained Modality Optimization

    Jun 1, 2026Zixin Zhang, Fan Qi, Shuai Li +2Multimodal Federated LearningFederated Learning Aggregation

    College of Computer Science, Inner Mongolia University, Hohhot, Inner Mongolia, China · School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China · Institute of Automation, Chinese Academy of Sciences, Beijing, China

  25. Towards Robust Federated Multimodal Graph Learning under Modality Heterogeneity

    May 12, 2026Sirui Zhang, Haonan Wang, Xunkai Li +5Multimodal Federated LearningMissing-Modality Learning

    Beijing Institute of Technology

  26. STAGE: Tackling Semantic Drift in Multimodal Federated Graph Learning

    May 12, 2026Zekai Chen, Xun Wu, Xunkai Li +3Multimodal Federated LearningCross-Modal Representation Learning

    Beijing Institute of Technology, Beijing, 100081, China · Minzu University of China, Beijing, 100081, China

  27. M2^2FedAQI: Multimodal Federated Learning for Air Quality Prediction on Heterogeneous Edge Devices

    May 10, 2026Manjil Nepal, Kimsie Phan, Tamoghna Ojha +2Multimodal Federated LearningAir Quality Prediction

    Department of Computer Science and Engineering, SRM University-AP, India · Department of Mathematics and Computing, IIT (ISM) Dhanbad, India · Department of Mathematics and the Department of Computer Science, University of Central Florida, USA

  28. UMEDA: Unified Multi-modal Efficient Data Fusion for Privacy-Preserving Graph Federated Learning via Spectral-Gated Attention and Diffusion-Based Operator Alignment

    May 8, 2026Shih-Yu Lai, Hirozumi Yamaguchi, Shang-Tse Chen +2Multimodal Federated LearningFederated Learning Aggregation

    National Taiwan University · RIKEN-CCS · The University of Osaka +1

  29. EASE: Federated Multimodal Unlearning via Entanglement-Aware Anchor Closure

    May 1, 2026Zihao Ding, Beining Wu, Jun HuangCross-Modal LearningMultimodal Federated Learning

    Department of Electrical Engineering and Computer Science South Dakota State University Brookings, SD 57007, USA

  30. Conditional Imputation for Within-Modality Missingness in Multi-Modal Federated Learning

    Apr 25, 2026Wugeng Zheng, Ziwen Kan, Katie Wang +2Multimodal Federated LearningTime Series Imputation

    University of Central Florida · Independent Researcher

  31. Federated Cross-Modal Retrieval with Missing Modalities via Semantic Routing and Adapter Personalization

    Apr 24, 2026Hefeng Zhou, Xuan Liu, Sicheng Chen +7Cross-Modal LearningMultimodal Federated Learning

    Shanghai Jiao Tong University · Hohai University · Shenzhen Univ of Advanced Technology

  32. FDRMFL: Multimodal Federated Feature Extraction Model Based on Information Maximization and Contrastive Learning

    Nov 30, 2025Haozhe WuMultimodal Federated LearningNon-IID Federated Learning

    School of Computing and Data Science, The University of Hong Kong, Hong Kong SAR, China

  33. Hyper-modal Imputation Diffusion Embedding with Dual-Distillation for Federated Multimodal Knowledge Graph Completion

    Jun 27, 2025Ying Zhang, Yu Zhao, Xuhui Sui +5Multimodal Federated LearningMissing-Modality Learning

    College of Computer Science, VCIP, DISSec, Nankai University, Tianjin, China · School of Software, Tiangong University, Tianjin, China · Shenzhen Campus of Sun Yat-sen University, Shenzhen, China +1

  34. MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning

    Sep 9, 2024Jianyi Zhang, Hao Frank Yang, Ang Li +5Multimodal Federated LearningNon-IID Federated Learning

    Duke University · Johns Hopkins University · University of Maryland College Park +1