FedMultimodal: A Benchmark For Multimodal Federated Learning

15 June 2023

Salman Avestimehr

Shrikanth Narayanan

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Papers citing "FedMultimodal: A Benchmark For Multimodal Federated Learning"

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Title
MMiC: Mitigating Modality Incompleteness in Clustered Federated Learning L. Yang W. Zhang Quan Z. Sheng Weitong Chen L. Yao Weitong Chen A. Shakeri 9 0 0 11 May 2025
UnifyFL: Enabling Decentralized Cross-Silo Federated Learning Sarang S Druva Dhakshinamoorthy Aditya Shiva Sharma Yuvraj Singh Bhadauria Siddharth Chaitra Vivek Arihant Bansal Arnab K. Paul FedML 26 0 0 26 Apr 2025
Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions Chaoyue Niu Yucheng Ding Junhui Lu Zhengxiang Huang Hang Zeng Yutong Dai Xuezhen Tu Chengfei Lv Fan Wu Guihai Chen 27 0 0 17 Apr 2025
FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare Penghao Wang Qian Chen Teng Zhang Y. Zhang Wang Lu Yiqiang Chen 16 0 0 15 Apr 2025
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments Junming Liu Guosun Zeng Ding Wang Yanting Gao Yufei Jin 28 0 0 14 Apr 2025
FSSUAVL: A Discriminative Framework using Vision Models for Federated Self-Supervised Audio and Image Understanding Yasar Abbas Ur Rehman Kin Wai Lau Yuyang Xie Ma Lan Jiajun Shen 24 0 0 13 Apr 2025
FedMobile: Enabling Knowledge Contribution-aware Multi-modal Federated Learning with Incomplete Modalities Yi Liu Cong Wang Xingliang Yuan 34 1 0 20 Feb 2025
Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions Daniel Gutiérrez David Solans Mikko A. Heikkilä A. Vitaletti Nicolas Kourtellis Aris Anagnostopoulos I. Chatzigiannakis OOD 80 3 0 19 Nov 2024
FedCVD: The First Real-World Federated Learning Benchmark on Cardiovascular Disease Data Yukun Zhang Guanzhong Chen Zenglin Xu Jianyong Wang Dun Zeng J. Li Jinghua Wang Yuan Qi Irwin King FedML 20 0 0 28 Oct 2024
Artificial Intelligence of Things: A Survey Shakhrul Iman Siam Hyunho Ahn Li Liu Samiul Alam H. Shen Zhichao Cao Ness Shroff Bhaskar Krishnamachari Mani Srivastava Mi Zhang 16 3 0 25 Oct 2024
COALA: A Practical and Vision-Centric Federated Learning Platform Weiming Zhuang Jian Xu Chen Chen Jingtao Li Lingjuan Lyu VLM FedML 70 4 0 23 Jul 2024
Towards Multi-modal Transformers in Federated Learning Guangyu Sun Matías Mendieta Aritra Dutta Xin Li C. L. P. Chen 63 3 0 18 Apr 2024
Partial Federated Learning Tiantian Feng Anil Ramakrishna Jimit Majmudar Charith Peris Jixuan Wang Clement Chung Richard Zemel Morteza Ziyadi Rahul Gupta 23 1 0 03 Mar 2024
Can Text-to-image Model Assist Multi-modal Learning for Visual Recognition with Visual Modality Missing? Tiantian Feng Daniel Yang Digbalay Bose Shrikanth Narayanan 19 4 0 14 Feb 2024
A Survey on Safe Multi-Modal Learning System Tianyi Zhao Liangliang Zhang Yao Ma Lu Cheng 49 7 0 08 Feb 2024
Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection Liangqi Yuan Dong-Jun Han Su Wang Devesh Upadhyay Christopher G. Brinton 23 10 0 30 Jan 2024
Cross-Modal Prototype based Multimodal Federated Learning under Severely Missing Modality Huy Q. Le Chu Myaet Thwal Yu Qiao Ye Lin Tun Minh N. H. Nguyen Choong Seon Hong Choong Seon Hong 49 3 0 25 Jan 2024
Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast Guangyin Bao Qi Zhang Duoqian Miao Zixuan Gong Liang Hu Ke Liu Yang Liu Chongyang Shi 16 7 0 21 Dec 2023
FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication Liangqi Yuan Dong-Jun Han Vishnu Pandi Chellapandi Stanislaw H. .Zak Christopher G. Brinton 14 11 0 10 Oct 2023
FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Samiul Alam Tuo Zhang Tiantian Feng Hui Shen Zhichao Cao ... JeongGil Ko Kiran Somasundaram Shrikanth S. Narayanan Salman Avestimehr Mi Zhang 20 5 0 29 Sep 2023
PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches For Speech Emotion Recognition Using Pre-trained Speech Models Tiantian Feng Shrikanth Narayanan 14 24 0 08 Jun 2023
GPT-FL: Generative Pre-trained Model-Assisted Federated Learning Tuo Zhang Tiantian Feng Samiul Alam Dimitrios Dimitriadis Sunwoo Lee Mi Zhang Shrikanth S. Narayanan Salman Avestimehr FedML 11 27 0 03 Jun 2023
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 212 682 0 13 Oct 2021
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 178 1,148 0 05 Oct 2021
FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training Yan Kang Yang Liu Xinle Liang FedML 43 50 0 25 Aug 2020
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 151 553 0 27 Jul 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 82 98 0 25 Jul 2020
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017