v1v2v3v4v5 (latest)

Federated Optimization in Heterogeneous Networks

14 December 2018

Papers citing "Federated Optimization in Heterogeneous Networks"

50 / 1,027 papers shown

Title
FedorAS: Federated Architecture Search under system heterogeneity Łukasz Dudziak Stefanos Laskaridis Javier Fernandez-Marques FedML 126 7 0 22 Jun 2022
Multi-party Secure Broad Learning System for Privacy Preserving Xiaolin Cao Changdong Wang Jianchang Lai Qiong Huang C.L.Philip Chen 39 18 0 22 Jun 2022
FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus Amrit Singh Bedi Chen Fan Alec Koppel Anit Kumar Sahu Brian M Sadler Furong Huang Tianyi Zhou FedML 82 3 0 22 Jun 2022
An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application Youlong Ding Xueyang Wu Zhitao Li Zeheng Wu S. Tan Qian Xu Weike Pan Qiang Yang FedML 70 4 0 21 Jun 2022
WrapperFL: A Model Agnostic Plug-in for Industrial Federated Learning Xueyang Wu S. Tan Qian Xu Qiang Yang FedML 130 2 0 21 Jun 2022
An Energy and Carbon Footprint Analysis of Distributed and Federated Learning S. Savazzi V. Rampa Sanaz Kianoush M. Bennis 69 45 0 21 Jun 2022
Personalized Subgraph Federated Learning Jinheon Baek Wonyong Jeong Jiongdao Jin Jaehong Yoon Sung Ju Hwang FedML 85 60 0 21 Jun 2022
SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression Zhize Li Haoyu Zhao Boyue Li Yuejie Chi FedML 81 41 0 20 Jun 2022
FedSSO: A Federated Server-Side Second-Order Optimization Algorithm Xinteng Ma Renyi Bao Jinpeng Jiang Yang Liu Arthur Jiang Junhua Yan Xin Liu Zhisong Pan FedML 90 7 0 20 Jun 2022
Robust One Round Federated Learning with Predictive Space Bayesian Inference Mohsin Hasan Zehao Zhang Kaiyang Guo Mahdi Karami Guojun Zhang Xi Chen Pascal Poupart FedML OOD 53 1 0 20 Jun 2022
Motley: Benchmarking Heterogeneity and Personalization in Federated Learning Shan-shan Wu Tian Li Zachary B. Charles Yu Xiao Ziyu Liu Zheng Xu Virginia Smith FedML 101 45 0 18 Jun 2022
Avoid Overfitting User Specific Information in Federated Keyword Spotting Xin-Chun Li Jin-Lin Tang Shaoming Song Bingshuai Li Yinchuan Li Yunfeng Shao Le Gan De-Chuan Zhan FedML AAML 55 9 0 17 Jun 2022
MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Yiqiang Chen Wang Lu Xin Qin Jindong Wang Xing Xie FedML 123 65 0 17 Jun 2022
Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data Timothy Castiglia Anirban Das Shiqiang Wang S. Patterson FedML 66 50 0 16 Jun 2022
Using adversarial images to improve outcomes of federated learning for non-IID data Anastasiya Danilenka M. Ganzha M. Paprzycki Jacek Mańdziuk FedML 55 1 0 16 Jun 2022
On Privacy and Personalization in Cross-Silo Federated Learning Ziyu Liu Shengyuan Hu Zhiwei Steven Wu Virginia Smith FedML 113 56 0 16 Jun 2022
Federated Data Analytics: A Study on Linear Models Xubo Yue Raed Al Kontar Ana María Estrada Gómez FedML 79 14 0 15 Jun 2022
Global Convergence of Federated Learning for Mixed Regression Lili Su Jiaming Xu Pengkun Yang FedML 69 8 0 15 Jun 2022
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN R. V. Bergen Jean-Francois Rajotte F. Yousefirizi Arman Rahmim R. Ng MedIm 60 1 0 13 Jun 2022
Federated Bayesian Neural Regression: A Scalable Global Federated Gaussian Process Hao Yu Kaiyang Guo Mahdi Karami Xi Chen Guojun Zhang Pascal Poupart FedML 89 3 0 13 Jun 2022
Neurotoxin: Durable Backdoors in Federated Learning Zhengming Zhang Ashwinee Panda Linyue Song Yaoqing Yang Michael W. Mahoney Joseph E. Gonzalez Kannan Ramchandran Prateek Mittal FedML 113 138 0 12 Jun 2022
Federated Learning on Riemannian Manifolds Jiaxiang Li Shiqian Ma FedML 79 13 0 12 Jun 2022
Federated Learning with GAN-based Data Synthesis for Non-IID Clients Zijian Li Jiawei Shao Yuyi Mao Jessie Hui Wang Jinchao Zhang FedML 95 40 0 11 Jun 2022
On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond Xiao-Tong Yuan P. Li FedML 77 62 0 10 Jun 2022
Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation Zheyao Gao Lei Li Fuping Wu Sihan Wang Xiahai Zhuang OOD 65 2 0 10 Jun 2022
Deep Leakage from Model in Federated Learning Zihao Zhao Mengen Luo Wenbo Ding FedML 61 14 0 10 Jun 2022
On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data Jianyu Wang Rudrajit Das Gauri Joshi Satyen Kale Zheng Xu Tong Zhang FedML 105 40 0 09 Jun 2022
Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs Sanjay Sri Vallabh Singapuram Fan Lai Chuheng Hu Mosharaf Chowdhury 67 5 0 09 Jun 2022
Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Ziyuan Yang Wenjun Xia Zexin Lu Yingyu Chen Xiaoxia Li Yi Zhang FedML OOD 52 29 0 08 Jun 2022
pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning Daoyuan Chen Dawei Gao Weirui Kuang Yaliang Li Bolin Ding FedML 114 64 0 08 Jun 2022
An Optimal Transport Approach to Personalized Federated Learning Farzan Farnia Amirhossein Reisizadeh Ramtin Pedarsani Ali Jadbabaie OT OOD FedML 100 14 0 06 Jun 2022
Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning Zhenheng Tang Yonggang Zhang Shaoshuai Shi Xinfu He Bo Han Xiaowen Chu FedML 129 76 0 06 Jun 2022
Federated Adversarial Training with Transformers Ahmed Aldahdooh W. Hamidouche Olivier Déforges FedML ViT 83 2 0 05 Jun 2022
UAV-Aided Multi-Community Federated Learning Mohamad Mestoukirdi Omid Esrafilian David Gesbert Qianrui Li FedML 80 3 0 04 Jun 2022
Federated Learning under Distributed Concept Drift Ellango Jothimurugesan Kevin Hsieh Jianyu Wang Gauri Joshi Phillip B. Gibbons FedML 108 50 0 01 Jun 2022
Asynchronous Hierarchical Federated Learning Xing Wang Yijun Wang FedML 73 6 0 31 May 2022
Pseudo-Data based Self-Supervised Federated Learning for Classification of Histopathological Images Jun Shi Yuan-Yang Zhang Zheng Li Xiangmin Han Saisai Ding Jun Wang Shihui Ying FedML OOD 93 11 0 31 May 2022
CalFAT: Calibrated Federated Adversarial Training with Label Skewness Chen Chen Yuchen Liu Xingjun Ma Lingjuan Lyu FedML 247 34 0 30 May 2022
Confederated Learning: Federated Learning with Decentralized Edge Servers Bin Wang Jun Fang Hongbin Li Xiaojun Yuan Qing Ling FedML 58 24 0 30 May 2022
FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation Haokun Chen A. Frikha Denis Krompass Jindong Gu Volker Tresp OOD 95 26 0 30 May 2022
DELTA: Diverse Client Sampling for Fasting Federated Learning Lung-Chuang Wang Yongxin Guo Tao R. Lin Xiaoying Tang FedML 115 26 0 27 May 2022
Federated Semi-Supervised Learning with Prototypical Networks Woojun Kim Keondo Park Kihyuk Sohn Raphael Shu Hyung-Sin Kim FedML 79 12 0 27 May 2022
AsyncFedED: Asynchronous Federated Learning with Euclidean Distance based Adaptive Weight Aggregation Qiyuan Wang Qianqian Yang Shibo He Zhiguo Shi Jiming Chen FedML 162 28 0 27 May 2022
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning Liam Collins Hamed Hassani Aryan Mokhtari Sanjay Shakkottai FedML 83 81 0 27 May 2022
Federated Split BERT for Heterogeneous Text Classification Zhengyang Li Shijing Si Jianzong Wang Jing Xiao FedML 84 21 0 26 May 2022
Federated Self-supervised Learning for Heterogeneous Clients Disha Makhija Nhat Ho Joydeep Ghosh FedML 121 26 0 25 May 2022
Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis Weiming Zhuang Xin Gan Yonggang Wen Shuai Zhang FedML 127 25 0 24 May 2022
Fed-DART and FACT: A solution for Federated Learning in a production environment N. Weber Patrick Holzer Tania Jacob Enislay Ramentol FedML 8 1 0 23 May 2022
Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles Md Ferdous Pervej Jianlin Guo Kyeong Jin Kim Kieran Parsons P. Orlik Stefano Di Cairano Marcel Menner K. Berntorp Yukimasa Nagai H. Dai 83 11 0 17 May 2022
Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging Rui Yan Liangqiong Qu Qingyue Wei Shih-Cheng Huang Liyue Shen D. Rubin Lei Xing Yuyin Zhou FedML 153 100 0 17 May 2022