The Non-IID Data Quagmire of Decentralized Machine Learning

1 October 2019

Papers citing "The Non-IID Data Quagmire of Decentralized Machine Learning"

50 / 291 papers shown

Title
$γ$ -FedHT: Stepsize-Aware Hard-Threshold Gradient Compression in Federated Learning Rongwei Lu Yutong Jiang Jinrui Zhang Chunyang Li Yifei Zhu Bin Chen Zhi Wang FedML 22 0 0 18 May 2025
Topology-Aware Knowledge Propagation in Decentralized Learning Mansi Sakarvadia Nathaniel Hudson Tian Li Ian Foster Kyle Chard 26 0 0 16 May 2025
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Ljubomir Rokvic Panayiotis Danassis Boi Faltings FedML 48 0 0 05 May 2025
Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations Mahshad Lotfinia Arash Tayebiarasteh Samaneh Samiei Mehdi Joodaki Soroosh Tayebi Arasteh 37 0 0 11 Apr 2025
Sense4FL: Vehicular Crowdsensing Enhanced Federated Learning for Autonomous Driving Yanan Ma Senkang Hu Zhengru Fang Yun Ji Yiqin Deng Yuguang Fang 59 0 0 22 Mar 2025
A Thorough Assessment of the Non-IID Data Impact in Federated Learning Daniel Gutiérrez Mehrdad Hassanzadeh Aris Anagnostopoulos I. Chatzigiannakis A. Vitaletti 49 0 0 21 Mar 2025
Accelerating MoE Model Inference with Expert Sharding Oana Balmau Anne-Marie Kermarrec Rafael Pires André Loureiro Espírito Santo M. Vos Milos Vujasinovic MoE 76 0 0 11 Mar 2025
BTFL: A Bayesian-based Test-Time Generalization Method for Internal and External Data Distributions in Federated learning Yu Zhou Bingyan Liu FedML OOD TTA 64 0 0 09 Mar 2025
The Impact Analysis of Delays in Asynchronous Federated Learning with Data Heterogeneity for Edge Intelligence Ziruo Hao Zhenhua Cui Tao Yang Bo Hu X. Wu Hui Feng 53 1 0 06 Mar 2025
Robust Federated Learning in Unreliable Wireless Networks: A Client Selection Approach Yansen Wang Wenkai Ji Jian Zhou Fu Xiao Tsung-Hui Chang 48 0 0 24 Feb 2025
Contrastive Federated Learning with Tabular Data Silos Achmad Ginanjar Xue Li Wen Hua Jiaming Pei FedML 84 2 0 17 Feb 2025
A Bias-Correction Decentralized Stochastic Gradient Algorithm with Momentum Acceleration Yuchen Hu Xi Chen Weidong Liu Xiaojun Mao 67 0 0 31 Jan 2025
Decentralized Low-Rank Fine-Tuning of Large Language Models Sajjad Ghiasvand Mahnoosh Alizadeh Ramtin Pedarsani ALM 76 0 0 26 Jan 2025
Resilient Peer-to-peer Learning based on Adaptive Aggregation Chandreyee Bhowmick Xenofon Koutsoukos 34 0 0 08 Jan 2025
Fairness-enhancing mixed effects deep learning improves fairness on in- and out-of-distribution clustered (non-iid) data Adam Wang Son Nguyen A. Montillo FedML 46 0 0 31 Dec 2024
Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions Daniel Gutiérrez David Solans Mikko A. Heikkilä A. Vitaletti Nicolas Kourtellis Aris Anagnostopoulos I. Chatzigiannakis OOD 120 3 0 19 Nov 2024
Decentralizing Test-time Adaptation under Heterogeneous Data Streams Zixian Su Jingwei Guo Xi Yang Qiufeng Wang K. Huang TTA 94 0 0 16 Nov 2024
ROSS:RObust decentralized Stochastic learning based on Shapley values Lina Wang Yunsheng Yuan Feng Li Lingjie Duan FedML 55 0 0 01 Nov 2024
On Sampling Strategies for Spectral Model Sharding Denis Korzhenkov Christos Louizos FedML 49 0 0 31 Oct 2024
Geographical Node Clustering and Grouping to Guarantee Data IIDness in Federated Learning Minkwon Lee Hyoil Kim Changhee Joo FedML OOD 27 0 0 21 Oct 2024
Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models Sajjad Ghiasvand Yifan Yang Zhiyu Xue Mahnoosh Alizadeh Zheng Zhang Ramtin Pedarsani FedML 43 3 0 16 Oct 2024
Boosting Asynchronous Decentralized Learning with Model Fragmentation Sayan Biswas Anne-Marie Kermarrec Alexis Marouani Rafael Pires Rishi Sharma M. Vos 34 1 0 16 Oct 2024
Fair Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rishi Sharma Thibaud Trinca M. Vos FedML 46 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 32 0 0 02 Oct 2024
Quantized and Asynchronous Federated Learning Tomàs Ortega Hamid Jafarkhani FedML 44 1 0 30 Sep 2024
FedHide: Federated Learning by Hiding in the Neighbors Hyunsin Park Sungrack Yun FedML 34 0 0 12 Sep 2024
Towards Hyper-parameter-free Federated Learning Geetika Drishya Uniyal Bapi Chatterjee FedML 65 0 0 30 Aug 2024
Weight Scope Alignment: A Frustratingly Easy Method for Model Merging Yichu Xu Xin-Chun Li Le Gan De-Chuan Zhan MoMe 57 0 0 22 Aug 2024
Addressing Heterogeneity in Federated Learning: Challenges and Solutions for a Shared Production Environment T. Legler Vinit Hegiste Ahmed Anwar Martin Ruskowski 39 0 0 18 Aug 2024
DRL-Based Resource Allocation for Motion Blur Resistant Federated Self-Supervised Learning in IoV Xueying Gu Qiong Wu Pingyi Fan Qiang Fan Nan Cheng Wen Chen Khaled B. Letaief 37 6 0 17 Aug 2024
RBLA: Rank-Based-LoRA-Aggregation for Fine-tuning Heterogeneous Models in FLaaS Shuaijun Chen Omid Tavallaie Niousha Nazemi Albert Y. Zomaya 54 4 0 16 Aug 2024
Mobility-Aware Federated Self-supervised Learning in Vehicular Network Xueying Gu Qiong Wu Pingyi Fan Qian-Xi Fan 45 9 0 01 Aug 2024
Federated Learning as a Service for Hierarchical Edge Networks with Heterogeneous Models Wentao Gao Omid Tavallaie Shuaijun Chen Albert Zomaya FedML 55 3 0 30 Jul 2024
UniFed: A Universal Federation of a Mixture of Highly Heterogeneous Medical Image Classification Tasks Atefe Hassani I. Rekik FedML 48 0 0 29 Jul 2024
Towards Federated Learning with On-device Training and Communication in 8-bit Floating Point Bokun Wang Axel Berg D. A. E. Acar Chuteng Zhou FedML MQ 53 0 0 02 Jul 2024
Energy-Aware Decentralized Learning with Intermittent Model Training Akash Dhasade Paolo Dini Elia Guerra Anne-Marie Kermarrec M. Miozzo Rafael Pires Rishi Sharma M. Vos 43 0 0 01 Jul 2024
FedMap: Iterative Magnitude-Based Pruning for Communication-Efficient Federated Learning Alexander Herzog Robbie Southam Ioannis Mavromatis Aftab Khan 39 0 0 27 Jun 2024
Personalized federated learning based on feature fusion Wolong Xing Zhenkui Shi Hongyan Peng Xiantao Hu Xianxian Li FedML 44 0 0 24 Jun 2024
Regularizing and Aggregating Clients with Class Distribution for Personalized Federated Learning Gyuejeong Lee Daeyoung Choi 56 0 0 12 Jun 2024
Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneity Zheng Wang Zheng Wang Zhaopeng Peng Zihui Wang Cheng-i Wang FedML 43 0 0 31 May 2024
Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization Ziqing Fan Shengchao Hu Jiangchao Yao Gang Niu Ya Zhang Masashi Sugiyama Yanfeng Wang FedML 49 11 0 29 May 2024
Decentralized Directed Collaboration for Personalized Federated Learning Yingqi Liu Yifan Shi Qinglun Li Baoyuan Wu Xueqian Wang Li Shen FedML 72 3 0 28 May 2024
FedCal: Achieving Local and Global Calibration in Federated Learning via Aggregated Parameterized Scaler Hongyi Peng Han Yu Xiaoli Tang Xiaoxiao Li 57 4 0 24 May 2024
Harnessing Increased Client Participation with Cohort-Parallel Federated Learning Akash Dhasade Anne-Marie Kermarrec Tuan-Anh Nguyen Rafael Pires M. Vos FedML 40 0 0 24 May 2024
Overcoming the Challenges of Batch Normalization in Federated Learning R. Guerraoui Rafael Pinot Geovani Rizk John Stephan François Taiani FedML 38 3 0 23 May 2024
SADDLe: Sharpness-Aware Decentralized Deep Learning with Heterogeneous Data Sakshi Choudhary Sai Aparna Aketi Kaushik Roy FedML 50 0 0 22 May 2024
Exploring and Exploiting the Asymmetric Valley of Deep Neural Networks Xin-Chun Li Jinli Tang Bo Zhang Lan Li De-Chuan Zhan 57 2 0 21 May 2024
Fed-Credit: Robust Federated Learning with Credibility Management Jiayan Chen Zhirong Qian Tianhui Meng Xitong Gao Tian-sheng Wang Weijia Jia FedML AAML 45 0 0 20 May 2024
Secure Aggregation Meets Sparsification in Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rafael Pires Rishi Sharma Milos Vujasinovic 49 0 0 13 May 2024
Multi-level Personalized Federated Learning on Heterogeneous and Long-Tailed Data Rongyu Zhang Yun Chen Chenrui Wu Fangxin Wang Boyan Li 43 12 0 10 May 2024