FedMobile: Enabling Knowledge Contribution-aware Multi-modal Federated Learning with Incomplete Modalities

20 February 2025

Papers citing "FedMobile: Enabling Knowledge Contribution-aware Multi-modal Federated Learning with Incomplete Modalities"

19 / 19 papers shown

Title
FedRecon: Missing Modality Reconstruction in Heterogeneous Distributed Environments Junming Liu Guosun Zeng Ding Wang Yanting Gao Yufei Jin 59 1 0 14 Apr 2025
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 87 7 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 47 10 0 21 Dec 2023
FedMultimodal: A Benchmark For Multimodal Federated Learning Tiantian Feng Digbalay Bose Tuo Zhang Rajat Hebbar Anil Ramakrishna Rahul Gupta Mi Zhang Salman Avestimehr Shrikanth Narayanan 64 55 0 15 Jun 2023
AutoFed: Heterogeneity-Aware Federated Multimodal Learning for Robust Autonomous Driving Tianyue Zheng Ang Li Zhe Chen Hao Wang Jun Luo 46 51 0 17 Feb 2023
Algorithms to estimate Shapley value feature attributions Hugh Chen Ian Covert Scott M. Lundberg Su-In Lee TDI FAtt 63 220 0 15 Jul 2022
The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining Yi Liu Lei Xu Lizhen Qu Cong Wang Bo Li MU 49 144 0 14 Mar 2022
FLAME: Federated Learning Across Multi-device Environments Hyunsung Cho Akhil Mathur F. Kawsar 37 21 0 17 Feb 2022
A Survey of Privacy Vulnerabilities of Mobile Device Sensors Paula Delgado-Santos Giuseppe Stragapede Ruben Tolosana R. Guest F. Deravi R. Vera-Rodríguez PILM 51 46 0 18 Jun 2021
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 251 802 0 15 Feb 2021
Toward Understanding the Influence of Individual Clients in Federated Learning Yihao Xue Chaoyue Niu Zhenzhe Zheng Shaojie Tang Chengfei Lv Fan Wu Guihai Chen FedML 34 39 0 20 Dec 2020
Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach Yi Liu S. Garg Jiangtian Nie Yan Zhang Zehui Xiong Jiawen Kang M. S. Hossain FedML 61 378 0 19 Jul 2020
Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach Yi Liu James Jianqiao Yu Jiawen Kang Dusit Niyato Shuyu Zhang AI4TS 59 445 0 19 Mar 2020
Deep Leakage from Gradients Ligeng Zhu Zhijian Liu Song Han FedML 65 2,185 0 21 Jun 2019
Federated Optimization in Heterogeneous Networks Tian Li Anit Kumar Sahu Manzil Zaheer Maziar Sanjabi Ameet Talwalkar Virginia Smith FedML 85 5,105 0 14 Dec 2018
Federated Learning for Mobile Keyboard Prediction Andrew Straiton Hard Kanishka Rao Zhifeng Lin Swaroop Indra Ramaswamy Youjie Li S. Augenstein Alex Schwing M. Annavaram A. Avestimehr FedML 103 1,525 0 08 Nov 2018
R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question Answering Pan Lu Lei Ji Wei Zhang Nan Duan M. Zhou Jianyong Wang CoGe 49 79 0 24 May 2018
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 239 17,328 0 17 Feb 2016
Deep Multimodal Learning for Audio-Visual Speech Recognition Youssef Mroueh E. Marcheret Vaibhava Goel 51 225 0 22 Jan 2015