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
Federated Learning with Dynamic Client Arrival and Departure: Convergence and Rapid Adaptation via Initial Model Construction Zhan-Lun Chang Dong-Jun Han Rohit Parasnis Seyyedali Hosseinalipour Christopher G. Brinton 21 0 0 08 Oct 2024
Aiding Global Convergence in Federated Learning via Local Perturbation and Mutual Similarity Information Emanuel Buttaci Giuseppe Carlo Calafiore FedML 27 0 0 07 Oct 2024
Federated brain tumor segmentation: an extensive benchmark Matthis Manthe Stefan Duffner Carole Lartizien OOD FedML 41 4 0 07 Oct 2024
Federated Learning Nodes Can Reconstruct Peers' Image Data Ethan Wilson Kai Yue Chau-Wai Wong H. Dai FedML 27 1 0 07 Oct 2024
Influence-oriented Personalized Federated Learning Yue Tan Guodong Long Jing Jiang Chengqi Zhang FedML 24 0 0 04 Oct 2024
FedCert: Federated Accuracy Certification Minh Hieu Nguyen Huu Tien Nguyen Trung Thanh Nguyen Manh Duong Nguyen Trong Nghia Hoang Truong Thao Nguyen Phi Le Nguyen FedML 32 0 0 04 Oct 2024
FedPeWS: Personalized Warmup via Subnetworks for Enhanced Heterogeneous Federated Learning Nurbek Tastan Samuel Horváth Martin Takáč Karthik Nandakumar FedML 57 0 0 03 Oct 2024
Addressing Data Heterogeneity in Federated Learning with Adaptive Normalization-Free Feature Recalibration Vasilis Siomos Sergio Naval Marimont Jonathan Passerat-Palmbach G. Tarroni 28 0 0 02 Oct 2024
Debiasing Federated Learning with Correlated Client Participation Zhenyu Sun Ziyang Zhang Zheng Xu Gauri Joshi Pranay Sharma Ermin Wei FedML 24 0 0 02 Oct 2024
Selective Aggregation for Low-Rank Adaptation in Federated Learning Pengxin Guo Shuang Zeng Y. Wang Huijie Fan Feifei Wang Liangqiong Qu FedML 44 8 0 02 Oct 2024
Quantized and Asynchronous Federated Learning Tomàs Ortega Hamid Jafarkhani FedML 26 0 0 30 Sep 2024
HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning M. A. Khan Yasra Chandio Fatima M. Anwar AAML 21 0 0 30 Sep 2024
Online Client Scheduling and Resource Allocation for Efficient Federated Edge Learning Zhidong Gao Zhenxiao Zhang Yu Zhang Tongnian Wang Yanmin Gong Yuanxiong Guo 30 0 0 29 Sep 2024
Hierarchical Federated Learning with Multi-Timescale Gradient Correction Wenzhi Fang Dong-Jun Han Evan Chen Shiqiang Wang Christopher G. Brinton 29 4 0 27 Sep 2024
Dataset Distillation-based Hybrid Federated Learning on Non-IID Data Xiufang Shi Wei Zhang Mincheng Wu Guangyi Liu Z. Wen Shibo He Tejal Shah R. Ranjan DD FedML 32 1 0 26 Sep 2024
Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD Jie Hu Yi-Ting Ma Do Young Eun FedML 27 0 0 26 Sep 2024
Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability Ming Xiang Stratis Ioannidis Edmund Yeh Carlee Joe-Wong Lili Su FedML 26 5 0 26 Sep 2024
FLeNS: Federated Learning with Enhanced Nesterov-Newton Sketch Sunny Gupta Mohit Jindal Pankhi Kashyap Pranav Jeevan Amit Sethi FedML 29 0 0 23 Sep 2024
Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise Kyle Rui Sang Tahseen Rabbani Furong Huang FedML 36 0 0 20 Sep 2024
Exploring System-Heterogeneous Federated Learning with Dynamic Model Selection Dixi Yao FedML 28 0 0 13 Sep 2024
FedHide: Federated Learning by Hiding in the Neighbors Hyunsin Park Sungrack Yun FedML 26 0 0 12 Sep 2024
Federated Impression for Learning with Distributed Heterogeneous Data Atrin Arya Sana Ayromlou Armin Saadat Purang Abolmaesumi Xiaoxiao Li FedML OOD 21 0 0 11 Sep 2024
Rate-Constrained Quantization for Communication-Efficient Federated Learning Shayan Mohajer Hamidi Ali Bereyhi FedML MQ 25 1 0 10 Sep 2024
FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations Ziyao Wang Zheyu Shen Yexiao He Guoheng Sun Hongyi Wang Lingjuan Lyu Ang Li 29 25 0 09 Sep 2024
DynamicFL: Federated Learning with Dynamic Communication Resource Allocation Qi Le Enmao Diao Xinran Wang Vahid Tarokh Jie Ding Ali Anwar FedML 32 1 0 08 Sep 2024
Can We Theoretically Quantify the Impacts of Local Updates on the Generalization Performance of Federated Learning? Peizhong Ju Haibo Yang Jia Liu Yingbin Liang Ness B. Shroff FedML 29 0 0 05 Sep 2024
Bandwidth-Aware and Overlap-Weighted Compression for Communication-Efficient Federated Learning Zichen Tang Junlin Huang Rudan Yan Yuxin Wang Zhenheng Tang S. Shi Amelie Chi Zhou Xiaowen Chu FedML 50 2 0 27 Aug 2024
Neighborhood and Global Perturbations Supported SAM in Federated Learning: From Local Tweaks To Global Awareness Boyuan Li Zihao Peng Yafei Li Mingliang Xu Shengbo Chen Baofeng Ji Cong Shen FedML 60 0 0 26 Aug 2024
Sample-Independent Federated Learning Backdoor Attack in Speaker Recognition Weida Xu Yang Xu Sicong Zhang FedML AAML 36 0 0 25 Aug 2024
SAB:A Stealing and Robust Backdoor Attack based on Steganographic Algorithm against Federated Learning Weida Xu Yang Xu Sicong Zhang AAML FedML 24 0 0 25 Aug 2024
Submodular Maximization Approaches for Equitable Client Selection in Federated Learning Andrés Catalino Castillo Jiménez Ege C. Kaya Lintao Ye Abolfazl Hashemi FedML 49 2 0 24 Aug 2024
Understanding Data Reconstruction Leakage in Federated Learning from a Theoretical Perspective Zifan Wang Binghui Zhang Meng Pang Yuan Hong Binghui Wang FedML 41 0 0 22 Aug 2024
RFID based Health Adherence Medicine Case Using Fair Federated Learning Ali Kamrani khodaei Sina Hajer Ahmadi 13 0 0 21 Aug 2024
Federated Frank-Wolfe Algorithm Ali Dadras Sourasekhar Banerjee Karthik Prakhya A. Yurtsever FedML 32 4 0 19 Aug 2024
Sequential Federated Learning in Hierarchical Architecture on Non-IID Datasets Xingrun Yan Shiyuan Zuo Rongfei Fan Han Hu Li Shen Puning Zhao Yong Luo FedML 55 0 0 19 Aug 2024
Seamless Integration: Sampling Strategies in Federated Learning Systems T. Legler Vinit Hegiste Martin Ruskowski FedML 36 1 0 18 Aug 2024
The Power of Bias: Optimizing Client Selection in Federated Learning with Heterogeneous Differential Privacy Jiating Ma Yipeng Zhou Qi Li Quan Z. Sheng Laizhong Cui Jiangchuan Liu FedML 25 0 0 16 Aug 2024
An Adaptive Differential Privacy Method Based on Federated Learning Zhiqiang Wang Xinyue Yu Qianli Huang Yongguang Gong FedML 18 3 0 13 Aug 2024
Understanding Byzantine Robustness in Federated Learning with A Black-box Server Fangyuan Zhao Yuexiang Xie Xuebin Ren Bolin Ding Shusen Yang Yaliang Li FedML AAML 19 0 0 12 Aug 2024
Efficient Federated Learning Using Dynamic Update and Adaptive Pruning with Momentum on Shared Server Data Ji Liu Juncheng Jia Hong Zhang Yuhui Yun Leye Wang Yang Zhou H. Dai Dejing Dou FedML 30 5 0 11 Aug 2024
On the Convergence of a Federated Expectation-Maximization Algorithm Zhixu Tao Rajita Chandak Sanjeev R. Kulkarni FedML 30 0 0 11 Aug 2024
Federated Smoothing Proximal Gradient for Quantile Regression with Non-Convex Penalties Reza Mirzaeifard Diyako Ghaderyan Stefan Werner 23 0 0 10 Aug 2024
Masked Random Noise for Communication Efficient Federaetd Learning Shiwei Li Yingyi Cheng Haozhao Wang Xing Tang Shijie Xu Weihong Luo Yuhua Li Dugang Liu Xiuqiang He and Ruixuan Li FedML 45 1 0 06 Aug 2024
FedBAT: Communication-Efficient Federated Learning via Learnable Binarization Shiwei Li Wenchao Xu Haozhao Wang Xing Tang Yining Qi Shijie Xu Weihong Luo Yuhua Li Xiuqiang He Ruixuan Li FedML 30 2 0 06 Aug 2024
Load Balancing in Federated Learning Alireza Javani Zhiying Wang FedML 30 1 0 01 Aug 2024
PIP: Prototypes-Injected Prompt for Federated Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Savitha Ramasamy Lin Liu Habibullah Habibullah Ryszard Kowalczyk CLL 33 0 0 30 Jul 2024
Federated Learning as a Service for Hierarchical Edge Networks with Heterogeneous Models Wentao Gao Omid Tavallaie Shuaijun Chen Albert Zomaya FedML 28 3 0 30 Jul 2024
FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction Feijie Wu Xingchen Wang Yaqing Wang Tianci Liu Lu Su Jing Gao FedML 43 3 0 28 Jul 2024
Enhancing Group Fairness in Federated Learning through Personalization Yifan Yang Ali Payani Parinaz Naghizadeh Ardabili FedML 37 0 0 27 Jul 2024
An Adaptive CSI Feedback Model Based on BiLSTM for Massive MIMO-OFDM Systems Hongrui Shen Long Zhao Kan Zheng Yuhua Cao Pingzhi Fan 32 0 0 26 Jul 2024