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Federated Optimization in Heterogeneous Networks

14 December 2018

Papers citing "Federated Optimization in Heterogeneous Networks"

50 / 1,027 papers shown

Title
Generalizing intrusion detection for heterogeneous networks: A stacked-unsupervised federated learning approach G. Bertoli Lourencco Alves Pereira Junior A. Santos O. Saotome FedML 80 60 0 01 Sep 2022
To Store or Not? Online Data Selection for Federated Learning with Limited Storage Chen Gong Zhenzhe Zheng Yunfeng Shao Bingshuai Li Fan Wu Guihai Chen 108 19 0 01 Sep 2022
Federated Learning with Label Distribution Skew via Logits Calibration Jie M. Zhang Zhiqi Li Yue Liu Jianghe Xu Shuang Wu Shouhong Ding Chao Wu FedML 95 146 0 01 Sep 2022
Non-readily identifiable data collaboration analysis for multiple datasets including personal information A. Imakura T. Sakurai Yukihiko Okada Tomoya Fujii Teppei Sakamoto Hiroyuki Abe FedML 62 10 0 31 Aug 2022
Online Meta-Learning for Model Update Aggregation in Federated Learning for Click-Through Rate Prediction Xianghang Liu Bartlomiej Twardowski Tri Kurniawan Wijaya FedML 72 2 0 30 Aug 2022
Reducing Impacts of System Heterogeneity in Federated Learning using Weight Update Magnitudes Irene Wang 78 1 0 30 Aug 2022
DR-DSGD: A Distributionally Robust Decentralized Learning Algorithm over Graphs Chaouki Ben Issaid Anis Elgabli M. Bennis FedML OOD 93 5 0 29 Aug 2022
FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs Taolin Zhang Chuan Chen Yaomin Chang Lin Shu Zibin Zheng FedML 77 16 0 29 Aug 2022
Flexible Vertical Federated Learning with Heterogeneous Parties Timothy Castiglia Shiqiang Wang S. Patterson FedML 128 36 0 26 Aug 2022
Another Use of SMOTE for Interpretable Data Collaboration Analysis A. Imakura Masateru Kihira Yukihiko Okada T. Sakurai 34 18 0 26 Aug 2022
FedPrompt: Communication-Efficient and Privacy Preserving Prompt Tuning in Federated Learning Haodong Zhao Wei Du Fang Li Peixuan Li Gongshen Liu FedML 71 72 0 25 Aug 2022
Towards Federated Learning against Noisy Labels via Local Self-Regularization Xue Jiang Sheng Sun Yuwei Wang Min Liu 85 40 0 25 Aug 2022
On Differential Privacy for Federated Learning in Wireless Systems with Multiple Base Stations Nima Tavangaran Mingzhe Chen Zhaohui Yang J. M. B. D. Silva H. Vincent Poor FedML 104 5 0 25 Aug 2022
PromptFL: Let Federated Participants Cooperatively Learn Prompts Instead of Models -- Federated Learning in Age of Foundation Model Tao Guo Song Guo Junxiao Wang Wenchao Xu FedML VLM LRM 71 127 0 24 Aug 2022
Federated Learning via Decentralized Dataset Distillation in Resource-Constrained Edge Environments Rui Song Dai Liu Da Chen Andreas Festag Carsten Trinitis Martin Schulz Alois C. Knoll DD FedML 119 66 0 24 Aug 2022
Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu 99 7 0 24 Aug 2022
Exact Penalty Method for Federated Learning Shenglong Zhou Geoffrey Ye Li FedML 70 1 0 23 Aug 2022
FedMCSA: Personalized Federated Learning via Model Components Self-Attention Qianling Guo Yong Qi Saiyu Qi Di Wu Qian Li FedML 87 9 0 23 Aug 2022
FedOS: using open-set learning to stabilize training in federated learning M. Mohamad Julian Neubert Juan Segundo Argayo FedML 98 2 0 22 Aug 2022
Fed-FSNet: Mitigating Non-I.I.D. Federated Learning via Fuzzy Synthesizing Network Jingcai Guo Song Guo Jie Zhang Ziming Liu FedML 89 15 0 21 Aug 2022
Just-in-Time Aggregation for Federated Learning K.R. Jayaram Ashish Verma Gegi Thomas Vinod Muthusamy FedML 95 6 0 20 Aug 2022
A Review of Federated Learning in Energy Systems Xu Cheng Chendan Li Xiufeng Liu 54 29 0 20 Aug 2022
Federated Select: A Primitive for Communication- and Memory-Efficient Federated Learning Zachary B. Charles Kallista A. Bonawitz Stanislav Chiknavaryan H. B. McMahan Blaise Agüera y Arcas FedML 60 13 0 19 Aug 2022
Enhancing Heterogeneous Federated Learning with Knowledge Extraction and Multi-Model Fusion Duy Phuong Nguyen Sixing Yu J. P. Muñoz Ali Jannesari FedML 69 13 0 16 Aug 2022
On the Convergence of Multi-Server Federated Learning with Overlapping Area Zhe Qu Xingyu Li Jie Xu Bo Tang Zhuo Lu Yao-Hong Liu FedML 69 15 0 16 Aug 2022
HetVis: A Visual Analysis Approach for Identifying Data Heterogeneity in Horizontal Federated Learning Xumeng Wang Wei Chen Jiazhi Xia Zhen Wen Rongchen Zhu Tobias Schreck FedML 53 23 0 16 Aug 2022
Application of federated learning in manufacturing Vinit Hegiste T. Legler Martin Ruskowski FedML 67 17 0 09 Aug 2022
Towards Energy-Aware Federated Learning on Battery-Powered Clients Amna Arouj A. Abdelmoniem 67 28 0 09 Aug 2022
Distributed Contrastive Learning for Medical Image Segmentation Yawen Wu Dewen Zeng Zhepeng Wang Yiyu Shi Jingtong Hu FedML 107 51 0 07 Aug 2022
ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity Xinchi Qiu Javier Fernandez-Marques Pedro Gusmão Yan Gao Titouan Parcollet Nicholas D. Lane FedML 83 71 0 04 Aug 2022
FedDRL: Deep Reinforcement Learning-based Adaptive Aggregation for Non-IID Data in Federated Learning Nang Hung Nguyen Phi Le Nguyen D. Nguyen Trung Thanh Nguyen Thuy-Dung Nguyen H. Pham Truong Thao Nguyen FedML 110 26 0 04 Aug 2022
Towards Communication-efficient Vertical Federated Learning Training via Cache-enabled Local Updates Fangcheng Fu Xupeng Miao Jiawei Jiang Huanran Xue Tengjiao Wang FedML 74 23 0 29 Jul 2022
Federated Learning on Adaptively Weighted Nodes by Bilevel Optimization Yan Huang Qihang Lin N. Street Stephen Seung-Yeob Baek FedML 75 9 0 21 Jul 2022
UniFed: All-In-One Federated Learning Platform to Unify Open-Source Frameworks Xiaoyuan Liu Tianneng Shi Chulin Xie Qinbin Li Kangping Hu ... The-Anh Vu-Le Zhen Huang Arash Nourian Yue Liu Basel Alomair FedML 105 8 0 21 Jul 2022
FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data Wen-Hsuan Chu Chulin Xie Wei Ping Linyi Li Lang Yin Arash Nourian Hantong Zhao Yue Liu FedML 79 13 0 21 Jul 2022
FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning Yuanhao Xiong Ruochen Wang Minhao Cheng Felix X. Yu Cho-Jui Hsieh FedML DD 81 85 0 20 Jul 2022
FedX: Unsupervised Federated Learning with Cross Knowledge Distillation Sungwon Han Sungwon Park Fangzhao Wu Sundong Kim Chuhan Wu Xing Xie M. Cha FedML 98 58 0 19 Jul 2022
Fast Composite Optimization and Statistical Recovery in Federated Learning Yajie Bao M. Crawshaw Sha Luo Mingrui Liu FedML 89 17 0 17 Jul 2022
Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR Sannara Ek Romain Rombourg François Portet P. Lalanda FedML SSL 150 5 0 17 Jul 2022
Federated Learning and catastrophic forgetting in pervasive computing: demonstration in HAR domain Anastasiia Usmanova François Portet P. Lalanda Germán Vega FedML 64 3 0 17 Jul 2022
Multi-Level Branched Regularization for Federated Learning Jinkyu Kim Geeho Kim Bohyung Han FedML 85 56 0 14 Jul 2022
A Federated Cox Model with Non-Proportional Hazards Dekai Zhang Francesca Toni Matthew Williams FedML 116 9 0 11 Jul 2022
Multi-Model Federated Learning with Provable Guarantees Neelkamal Bhuyan Sharayu Moharir Gauri Joshi FedML 59 15 0 09 Jul 2022
Smart Multi-tenant Federated Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 93 2 0 09 Jul 2022
Defending against the Label-flipping Attack in Federated Learning N. Jebreel J. Domingo-Ferrer David Sánchez Alberto Blanco-Justicia AAML 69 37 0 05 Jul 2022
DP $^2$ -NILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring Shuang Dai Fanlin Meng Qian Wang Xizhong Chen 42 6 0 30 Jun 2022
Towards Federated Long-Tailed Learning Zihan Chen Songshan Liu Hualiang Wang Howard H. Yang Tony Q.S. Quek Zuozhu Liu FedML 67 10 0 30 Jun 2022
An Empirical Study of Personalized Federated Learning Koji Matsuda Yuya Sasaki Chuan Xiao Makoto Onizuka OOD FedML 73 6 0 27 Jun 2022
Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Meirui Jiang Hongzheng Yang Xiaoxiao Li Quande Liu Pheng-Ann Heng Qi Dou FedML 71 27 0 27 Jun 2022
LightFR: Lightweight Federated Recommendation with Privacy-preserving Matrix Factorization Honglei Zhang Fangyuan Luo Jun Wu Xiangnan He Yidong Li 82 83 0 23 Jun 2022