FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning

9 July 2021

Papers citing "FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning"

24 / 24 papers shown

Title
EMO: Edge Model Overlays to Scale Model Size in Federated Learning Di Wu Weibo He Wanglei Feng Z. Wen Bin Qian Blesson Varghese 39 0 0 01 Apr 2025
Breaking the Memory Wall for Heterogeneous Federated Learning via Model Splitting Chunlin Tian Li Li Kahou Tam Yebo Wu Chengzhong Xu FedML 24 1 0 12 Oct 2024
From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare Ming Li Pengcheng Xu Junjie Hu Zeyu Tang Guang Yang FedML 40 1 0 15 Sep 2024
Distributed Deep Reinforcement Learning Based Gradient Quantization for Federated Learning Enabled Vehicle Edge Computing Cui Zhang Wenjun Zhang Qiong Wu Pingyi Fan Qiang Fan Jiangzhou Wang Khaled B. Letaief 35 29 0 11 Jul 2024
Asynchronous Byzantine Federated Learning Bart Cox Abele Malan Lydia Y. Chen Jérémie Decouchant 34 1 0 03 Jun 2024
Holistic Evaluation Metrics: Use Case Sensitive Evaluation Metrics for Federated Learning Yanli Li Jehad Ibrahim Huaming Chen Dong Yuan Kim-Kwang Raymond Choo 22 0 0 03 May 2024
Optimal Batch Allocation for Wireless Federated Learning Jaeyoung Song Sang-Woon Jeon 26 0 0 03 Apr 2024
Decentralized Proactive Model Offloading and Resource Allocation for Split and Federated Learning Binbin Huang Hailiang Zhao Lingbin Wang Wenzhuo Qian Yuyu Yin Shuiguang Deng 29 0 0 09 Feb 2024
MP-SL: Multihop Parallel Split Learning Joana Tirana S. Lalis Dimitris Chatzopoulos 24 3 0 31 Jan 2024
FLight: A Lightweight Federated Learning Framework in Edge and Fog Computing Wu-Yang Zhu M. Goudarzi Rajkumar Buyya FedML 19 7 0 05 Aug 2023
Training Latency Minimization for Model-Splitting Allowed Federated Edge Learning Yao Wen GuoPeng Zhang Kezhi Wang Kun Yang FedML 22 3 0 21 Jul 2023
FLuID: Mitigating Stragglers in Federated Learning using Invariant Dropout Irene Wang Prashant J. Nair Divyat Mahajan 22 12 0 05 Jul 2023
An Empirical Study of Federated Learning on IoT-Edge Devices: Resource Allocation and Heterogeneity Kok-Seng Wong Manh Nguyen-Duc Khiem Le-Huy Long Ho-Tuan Cuong Do-Danh Danh Le-Phuoc FedML 25 12 0 31 May 2023
EcoFed: Efficient Communication for DNN Partitioning-based Federated Learning Di Wu R. Ullah Philip Rodgers Peter Kilpatrick I. Spence Blesson Varghese FedML 27 1 0 11 Apr 2023
PiPar: Pipeline Parallelism for Collaborative Machine Learning Zihan Zhang Philip Rodgers Peter Kilpatrick I. Spence Blesson Varghese FedML 21 3 0 01 Dec 2022
Latency Aware Semi-synchronous Client Selection and Model Aggregation for Wireless Federated Learning Liang Yu Xiang Sun Rana Albelaihi Chen Yi FedML 17 13 0 19 Oct 2022
Aergia: Leveraging Heterogeneity in Federated Learning Systems Bart Cox L. Chen Jérémie Decouchant FedML 19 11 0 12 Oct 2022
Reducing Impacts of System Heterogeneity in Federated Learning using Weight Update Magnitudes Irene Wang 19 1 0 30 Aug 2022
FedComm: Understanding Communication Protocols for Edge-based Federated Learning Gary Cleland Di Wu R. Ullah Blesson Varghese 20 5 0 18 Aug 2022
Handling Data Heterogeneity in Federated Learning via Knowledge Distillation and Fusion Xu Zhou Xinyu Lei Cong Yang Yichun Shi Xiao Zhang Jin-Yang Shi FedML 17 0 0 23 Jul 2022
Combined Federated and Split Learning in Edge Computing for Ubiquitous Intelligence in Internet of Things: State of the Art and Future Directions Qiang Duan Shijing Hu Ruijun Deng Zhihui Lu FedML 23 61 0 20 Jul 2022
FedFly: Towards Migration in Edge-based Distributed Federated Learning R. Ullah Di Wu P. Harvey Peter Kilpatrick I. Spence Blesson Varghese FedML 33 11 0 02 Nov 2021
Performance Optimization for Federated Person Re-identification via Benchmark Analysis Weiming Zhuang Yonggang Wen Xuesen Zhang Xin Gan Daiying Yin Dongzhan Zhou Shuai Zhang Shuai Yi FedML 76 95 0 26 Aug 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 20,549 0 17 Apr 2017