On the Convergence of FedAvg on Non-IID Data

4 July 2019

Xiang Li

Kaixuan Huang

Wenhao Yang

Papers citing "On the Convergence of FedAvg on Non-IID Data"

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Title
User profile-driven large-scale multi-agent learning from demonstration in federated human-robot collaborative environments Georgios Th. Papadopoulos A. Leonidis M. Antona C. Stephanidis 14 7 0 30 Mar 2021
Model-Contrastive Federated Learning Qinbin Li Bingsheng He D. Song FedML 27 1,005 0 30 Mar 2021
FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning Minxue Tang Xuefei Ning Yitu Wang Jingwei Sun Yu Wang H. Li Yiran Chen FedML 27 81 0 24 Mar 2021
Real-time End-to-End Federated Learning: An Automotive Case Study Hongyi Zhang J. Bosch Helena Holmström Olsson FedML 11 39 0 22 Mar 2021
Demystifying the Effects of Non-Independence in Federated Learning Stefan Arnold Dilara Yesilbas FedML 23 4 0 20 Mar 2021
Semi-Decentralized Federated Learning with Cooperative D2D Local Model Aggregations F. Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi FedML 37 109 0 18 Mar 2021
Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions Pallika H. Kanani Virendra J. Marathe Daniel W. Peterson R. Harpaz Steve Bright FedML 16 9 0 12 Mar 2021
Auction Based Clustered Federated Learning in Mobile Edge Computing System Renhao Lu Weizhe Zhang Qiong Li Xiaoxiong Zhong A. Vasilakos FedML 32 10 0 12 Mar 2021
Federated Functional Gradient Boosting Zebang Shen Hamed Hassani Satyen Kale Amin Karbasi FedML 13 7 0 11 Mar 2021
FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Quoc Tran-Dinh Nhan H. Pham Dzung Phan Lam M. Nguyen FedML 24 39 0 05 Mar 2021
Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things Yansong Gao Minki Kim Chandra Thapa Sharif Abuadbba Zhi-Li Zhang S. Çamtepe Hyoungshick Kim Surya Nepal 30 59 0 03 Mar 2021
Cross-Gradient Aggregation for Decentralized Learning from Non-IID data Yasaman Esfandiari Sin Yong Tan Zhanhong Jiang Aditya Balu Ethan Herron C. Hegde S. Sarkar OOD 22 50 0 02 Mar 2021
PFA: Privacy-preserving Federated Adaptation for Effective Model Personalization Bingyan Liu Yao Guo Xiangqun Chen FedML 18 81 0 02 Mar 2021
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 209 841 0 01 Mar 2021
FedPower: Privacy-Preserving Distributed Eigenspace Estimation Xiaoxun Guo Xiang Li Xiangyu Chang Shusen Wang Zhihua Zhang FedML 24 3 0 01 Mar 2021
Scalable federated machine learning with FEDn Morgan Ekmefjord Addi Ait-Mlouk Sadi Alawadi Mattias Åkesson Desislava Stoyanova O. Spjuth Salman Toor A. Hellander FedML 21 41 0 27 Feb 2021
Federated Edge Learning with Misaligned Over-The-Air Computation Yulin Shao Deniz Gunduz Soung Chang Liew FedML 13 83 0 26 Feb 2021
Local Stochastic Gradient Descent Ascent: Convergence Analysis and Communication Efficiency Yuyang Deng M. Mahdavi 30 58 0 25 Feb 2021
Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning Shaoxiong Ji Yue Tan Teemu Saravirta Zhiqin Yang Yixin Liu Lauri Vasankari Shirui Pan Guodong Long A. Walid FedML 37 76 0 25 Feb 2021
Distributionally Robust Federated Averaging Yuyang Deng Mohammad Mahdi Kamani M. Mahdavi FedML 13 140 0 25 Feb 2021
Sustainable Federated Learning Başak Güler Aylin Yener 19 13 0 22 Feb 2021
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 168 787 0 15 Feb 2021
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Canh T. Dinh Thanh Tung Vu N. H. Tran Minh N. Dao Hongyu Zhang FedML 65 40 0 14 Feb 2021
Linear Convergence in Federated Learning: Tackling Client Heterogeneity and Sparse Gradients A. Mitra Rayana H. Jaafar George J. Pappas Hamed Hassani FedML 55 157 0 14 Feb 2021
Stragglers Are Not Disaster: A Hybrid Federated Learning Algorithm with Delayed Gradients Xingyu Li Zhe Qu Bo Tang Zhuo Lu FedML 73 31 0 12 Feb 2021
Energy-Harvesting Distributed Machine Learning Başak Güler Aylin Yener FedML 26 15 0 10 Feb 2021
Training Federated GANs with Theoretical Guarantees: A Universal Aggregation Approach Yikai Zhang Hui Qu Qi Chang Huidong Liu Dimitris N. Metaxas Chao Chen FedML 19 12 0 09 Feb 2021
Semi-Synchronous Federated Learning for Energy-Efficient Training and Accelerated Convergence in Cross-Silo Settings Dimitris Stripelis J. Ambite FedML 16 38 0 04 Feb 2021
FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Felix Sattler Tim Korjakow R. Rischke Wojciech Samek FedML 14 115 0 04 Feb 2021
SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation Zhuosheng Zhang Jiarui Li Shucheng Yu C. Makaya FedML 14 21 0 04 Feb 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Yue Liu Yiqun Diao Quan Chen Bingsheng He FedML OOD 101 950 0 03 Feb 2021
A Bayesian Federated Learning Framework with Online Laplace Approximation Liang Liu Xi Jiang Feng Zheng Hong Chen Guo-Jun Qi Heng-Chiao Huang Ling Shao FedML 43 53 0 03 Feb 2021
Provably Secure Federated Learning against Malicious Clients Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong FedML 21 134 0 03 Feb 2021
FedProf: Selective Federated Learning with Representation Profiling Wentai Wu Ligang He Weiwei Lin Carsten Maple FedML 30 1 0 02 Feb 2021
FEDZIP: A Compression Framework for Communication-Efficient Federated Learning Amirhossein Malekijoo Mohammad Javad Fadaeieslam Hanieh Malekijou Morteza Homayounfar F. Alizadeh-Shabdiz Reza Rawassizadeh FedML 31 54 0 02 Feb 2021
Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning Syed Zawad Ahsan Ali Pin-Yu Chen Ali Anwar Yi Zhou Nathalie Baracaldo Yuan Tian Feng Yan FedML 21 54 0 01 Feb 2021
Gain without Pain: Offsetting DP-injected Nosies Stealthily in Cross-device Federated Learning Wenzhuo Yang Yipeng Zhou Maio Hu Di Wu J. Zheng Hui Wang Song Guo FedML 11 11 0 31 Jan 2021
Differential Privacy Meets Federated Learning under Communication Constraints Nima Mohammadi Jianan Bai Q. Fan Yifei Song Yuhao Yi Lingjia Liu FedML 12 28 0 28 Jan 2021
Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Shuai Wang Yuncong Hong Rui-cang Wang Qi Hao Yik-Chung Wu Derrick Wing Kwan Ng FedML 15 47 0 28 Jan 2021
Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning Haibo Yang Minghong Fang Jia Liu FedML 28 250 0 27 Jan 2021
Vertical federated learning based on DFP and BFGS Wenjie Song Xuan Shen FedML 21 6 0 23 Jan 2021
Collaborative Federated Learning For Healthcare: Multi-Modal COVID-19 Diagnosis at the Edge A. Qayyum Kashif Ahmad Muhammad Ahtazaz Ahsan Ala I. Al-Fuqaha Junaid Qadir FedML 36 187 0 19 Jan 2021
On the Practicality of Differential Privacy in Federated Learning by Tuning Iteration Times Yao Fu Yipeng Zhou Di Wu Shui Yu Yonggang Wen Chao Li FedML 29 9 0 11 Jan 2021
Bandwidth Allocation for Multiple Federated Learning Services in Wireless Edge Networks Jie Xu Heqiang Wang Lixing Chen FedML 56 43 0 10 Jan 2021
Federated Learning over Noisy Channels: Convergence Analysis and Design Examples Xizixiang Wei Cong Shen FedML 36 15 0 06 Jan 2021
Dynamic Federated Learning-Based Economic Framework for Internet-of-Vehicles Y. Saputra D. Hoang Diep N. Nguyen Le-Nam Tran Shiming Gong E. Dutkiewicz FedML 28 38 0 01 Jan 2021
PFL-MoE: Personalized Federated Learning Based on Mixture of Experts Binbin Guo Yuan Mei Danyang Xiao Weigang Wu Ye Yin Hongli Chang MoE 47 22 0 31 Dec 2020
Straggler-Resilient Federated Learning: Leveraging the Interplay Between Statistical Accuracy and System Heterogeneity Amirhossein Reisizadeh Isidoros Tziotis Hamed Hassani Aryan Mokhtari Ramtin Pedarsani FedML 172 99 0 28 Dec 2020
Federated Unlearning Gaoyang Liu Xiaoqiang Ma Yang Yang Chen Wang Jiangchuan Liu MU 43 53 0 27 Dec 2020
Energy Efficient Federated Learning over Heterogeneous Mobile Devices via Joint Design of Weight Quantization and Wireless Transmission Rui Chen Liang Li Kaiping Xue Chi Zhang Miao Pan Yuguang Fang MQ 19 37 0 21 Dec 2020