An Aggregation-Free Federated Learning for Tackling Data Heterogeneity

An Aggregation-Free Federated Learning for Tackling Data Heterogeneity

29 April 2024

Renuga Kanagavelu

Rick Siow Mong Goh

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Papers citing "An Aggregation-Free Federated Learning for Tackling Data Heterogeneity"

9 / 9 papers shown

Title
Research in Collaborative Learning Does Not Serve Cross-Silo Federated Learning in Practice Kevin Kuo Chhavi Yadav Virginia Smith FedML 156 0 0 14 Oct 2025
High-Energy Concentration for Federated Learning in Frequency Domain Haozhi Shi Weiying Xie Hangyu Ye Daixun Li Jitao Ma Yunsong Li Leyuan Fang FedML 128 0 0 16 Sep 2025
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed Environments Junming Liu Yanting Gao Siyuan Meng Yifei Sun Aoqi Wu Yufei Jin Yirong Chen Botian Shi Guosun Zeng 245 2 0 26 May 2025
Distribution-Aware Mobility-Assisted Decentralized Federated Learning Md. Farhamdur Reza Reza Jahani Richeng Jin H. Dai 163 1 0 24 May 2025
FedALT: Federated Fine-Tuning through Adaptive Local Training with Rest-of-World LoRA Jieming Bian Lei Wang Letian Zhang Jie Xu 338 7 0 14 Mar 2025
Subgraph Federated Learning for Local GeneralizationInternational Conference on Learning Representations (ICLR), 2025 Sungwon Kim Yoonho Lee Yunhak Oh Namkyeong Lee Sukwon Yun Junseok Lee Sein Kim Carl Yang Chanyoung Park FedML OOD 265 4 0 06 Mar 2025
FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language ModelsIEEE Geoscience and Remote Sensing Magazine (GRSM), 2025 Hui Lin Chao Zhang Danfeng Hong Kexin Dong Congcong Wen FedML VLM 239 12 0 05 Jan 2025
Tackling Data Heterogeneity in Federated Time Series Forecasting Wei Yuan Guanhua Ye Xiangyu Zhao Quoc Viet Hung Nguyen Yang Cao Hongzhi Yin AI4TS 313 6 0 24 Nov 2024
Jointly Exploring Client Drift and Catastrophic Forgetting in Dynamic LearningScientific Reports (Sci Rep), 2023 Niklas Babendererde Moritz Fuchs Camila González Yuri Tolkach Anirban Mukhopadhyay OOD FedML 175 5 0 01 Sep 2023