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Federated Learning: Strategies for Improving Communication Efficiency

18 October 2016

Dave Bacon

Papers citing "Federated Learning: Strategies for Improving Communication Efficiency"

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Title
FetchSGD: Communication-Efficient Federated Learning with Sketching D. Rothchild Ashwinee Panda Enayat Ullah Nikita Ivkin Ion Stoica Vladimir Braverman Joseph E. Gonzalez Raman Arora FedML 100 373 0 15 Jul 2020
Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization Jianyu Wang Qinghua Liu Hao Liang Gauri Joshi H. Vincent Poor MoMe FedML 107 1,366 0 15 Jul 2020
FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition Hanchi Ren Jingjing Deng Xianghua Xie Xiaoke Ma Yi-Cheng Wang FedML 87 11 0 14 Jul 2020
Quality Inference in Federated Learning with Secure Aggregation Balázs Pejó G. Biczók FedML 86 22 0 13 Jul 2020
VAFL: a Method of Vertical Asynchronous Federated Learning Tianyi Chen Xiao Jin Yuejiao Sun W. Yin FedML 123 163 0 12 Jul 2020
MeDaS: An open-source platform as service to help break the walls between medicine and informatics Liang Zhang Johann Li Ping Li Xiaoyuan Lu Peiyi Shen Guangming Zhu Syed Afaq Ali Shah Bennamoun Kun Qian Björn W. Schuller MedIm 67 6 0 12 Jul 2020
Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Hongyi Wang Kartik K. Sreenivasan Shashank Rajput Harit Vishwakarma Saurabh Agarwal Jy-yong Sohn Kangwook Lee Dimitris Papailiopoulos FedML 129 617 0 09 Jul 2020
Client Adaptation improves Federated Learning with Simulated Non-IID Clients Laura Rieger Rasmus M. Th. Høegh Lars Kai Hansen FedML 62 6 0 09 Jul 2020
Challenges of AI in Wireless Networks for IoT Ijaz Ahmad Shahriar Shahabuddin T. Kumar E. Harjula M. Meisel M. Juntti T. Sauter M. Ylianttila 46 18 0 09 Jul 2020
BlockFLow: An Accountable and Privacy-Preserving Solution for Federated Learning Vaikkunth Mugunthan Ravi Rahman Lalana Kagal FedML 122 41 0 08 Jul 2020
Coded Computing for Federated Learning at the Edge Saurav Prakash S. Dhakal M. Akdeniz A. Avestimehr N. Himayat FedML 72 11 0 07 Jul 2020
Sharing Models or Coresets: A Study based on Membership Inference Attack Hanlin Lu Changchang Liu T. He Shiqiang Wang Kevin S. Chan MIACV FedML 58 16 0 06 Jul 2020
Experiments of Federated Learning for COVID-19 Chest X-ray Images Boyi Liu Bingjie Yan Yize Zhou Yifan Yang Yixian Zhang OOD FedML 69 155 0 05 Jul 2020
Harnessing Wireless Channels for Scalable and Privacy-Preserving Federated Learning Anis Elgabli Jihong Park Chaouki Ben Issaid M. Bennis 94 56 0 03 Jul 2020
Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy Nuria Rodríguez Barroso G. Stipcich Daniel Jiménez-López José Antonio Ruiz-Millán Eugenio Martínez-Cámara Gerardo González-Seco M. V. Luzón M. Veganzones Francisco Herrera 79 103 0 02 Jul 2020
On the Outsized Importance of Learning Rates in Local Update Methods Zachary B. Charles Jakub Konecný FedML 100 54 0 02 Jul 2020
Shuffle-Exchange Brings Faster: Reduce the Idle Time During Communication for Decentralized Neural Network Training Xiang Yang FedML 22 2 0 01 Jul 2020
FDA3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications Yunfei Song Tian Liu Tongquan Wei Xiangfeng Wang Zhe Tao Mingsong Chen 108 50 0 28 Jun 2020
ByGARS: Byzantine SGD with Arbitrary Number of Attackers Jayanth Reddy Regatti Hao Chen Abhishek Gupta FedML AAML 72 4 0 24 Jun 2020
Exact Support Recovery in Federated Regression with One-shot Communication Adarsh Barik Jean Honorio FedML 60 2 0 22 Jun 2020
Open-Domain Conversational Agents: Current Progress, Open Problems, and Future Directions Stephen Roller Y-Lan Boureau Jason Weston Antoine Bordes Emily Dinan ... Kurt Shuster Eric Michael Smith Arthur Szlam Jack Urbanek Mary Williamson LLMAG AI4CE 132 52 0 22 Jun 2020
D2P-Fed: Differentially Private Federated Learning With Efficient Communication Lun Wang R. Jia Dawn Song FedML 20 0 0 22 Jun 2020
Scheduling Policy and Power Allocation for Federated Learning in NOMA Based MEC Xiang Ma Haijian Sun R. Hu 37 39 0 21 Jun 2020
Optimal and Practical Algorithms for Smooth and Strongly Convex Decentralized Optimization D. Kovalev Adil Salim Peter Richtárik 73 83 0 21 Jun 2020
Federated Learning With Quantized Global Model Updates M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor FedML 120 133 0 18 Jun 2020
Neural Parameter Allocation Search Bryan A. Plummer Nikoli Dryden Julius Frost Torsten Hoefler Kate Saenko 129 16 0 18 Jun 2020
Is Network the Bottleneck of Distributed Training? Zhen Zhang Chaokun Chang Yanghua Peng Yida Wang R. Arora Xin Jin 91 71 0 17 Jun 2020
Faster Secure Data Mining via Distributed Homomorphic Encryption Junyi Li Heng-Chiao Huang FedML 69 21 0 17 Jun 2020
Differentially-private Federated Neural Architecture Search Ishika Singh Haoyi Zhou Kunlin Yang Mengxiao Ding Bill Lin P. Xie FedML 91 22 0 16 Jun 2020
Robust Federated Learning: The Case of Affine Distribution Shifts Amirhossein Reisizadeh Farzan Farnia Ramtin Pedarsani Ali Jadbabaie FedML OOD 105 167 0 16 Jun 2020
Optimal Complexity in Decentralized Training Yucheng Lu Christopher De Sa 141 75 0 15 Jun 2020
Topology-aware Differential Privacy for Decentralized Image Classification Shangwei Guo Tianwei Zhang Guowen Xu Hanzhou Yu Tao Xiang Yang Liu 85 18 0 14 Jun 2020
Understanding Unintended Memorization in Federated Learning Om Thakkar Swaroop Indra Ramaswamy Rajiv Mathews Franccoise Beaufays FedML 93 47 0 12 Jun 2020
FedGAN: Federated Generative Adversarial Networks for Distributed Data M. Rasouli Tao Sun Ram Rajagopal FedML 108 145 0 12 Jun 2020
A Unified Analysis of Stochastic Gradient Methods for Nonconvex Federated Optimization Zhize Li Peter Richtárik FedML 101 36 0 12 Jun 2020
Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data Chengxu Yang Qipeng Wang Mengwei Xu Shangguang Wang Kaigui Bian Yunxin Liu Xuanzhe Liu 106 23 0 12 Jun 2020
IDEAL: Inexact DEcentralized Accelerated Augmented Lagrangian Method Yossi Arjevani Joan Bruna Bugra Can Mert Gurbuzbalaban Stefanie Jegelka Hongzhou Lin 58 16 0 11 Jun 2020
SEFR: A Fast Linear-Time Classifier for Ultra-Low Power Devices Hamidreza Keshavarz M. S. Abadeh Reza Rawassizadeh 79 15 0 08 Jun 2020
ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing T. Ryffel Pierre Tholoniat D. Pointcheval Francis R. Bach FedML 173 101 0 08 Jun 2020
Decentralised Learning from Independent Multi-Domain Labels for Person Re-Identification Guile Wu S. Gong OOD 112 31 0 07 Jun 2020
UVeQFed: Universal Vector Quantization for Federated Learning Nir Shlezinger Mingzhe Chen Yonina C. Eldar H. Vincent Poor Shuguang Cui FedML MQ 65 231 0 05 Jun 2020
Federated Learning for 6G Communications: Challenges, Methods, and Future Directions Yi Liu Lizhen Qu Zehui Xiong Jiawen Kang Xiaofei Wang Dusit Niyato FedML AI4CE 77 284 0 04 Jun 2020
Local SGD With a Communication Overhead Depending Only on the Number of Workers Artin Spiridonoff Alexander Olshevsky I. Paschalidis FedML 61 19 0 03 Jun 2020
AI Research Considerations for Human Existential Safety (ARCHES) Andrew Critch David M. Krueger 112 54 0 30 May 2020
Meta Clustering for Collaborative Learning Chenglong Ye R. Ghanadan Jie Ding 120 4 0 29 May 2020
Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data Qi Chang Hui Qu Yikai Zhang M. Sabuncu Chao Chen Tong Zhang Dimitris N. Metaxas MedIm 108 83 0 29 May 2020
Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification Chaochao Chen Jun Zhou Longfei Zheng Huiwen Wu Lingjuan Lyu Hongzhi Zhang Bingzhe Wu Ziqi Liu L. xilinx Wang Xiaolin Zheng FedML 95 100 0 25 May 2020
Reliability and Performance Assessment of Federated Learning on Clinical Benchmark Data G. Lee S. Shin OOD 44 2 0 24 May 2020
FedPD: A Federated Learning Framework with Optimal Rates and Adaptivity to Non-IID Data Xinwei Zhang Mingyi Hong S. Dhople W. Yin Yang Liu FedML 113 235 0 22 May 2020
Global Multiclass Classification and Dataset Construction via Heterogeneous Local Experts Surin Ahn Ayfer Özgür Mert Pilanci 21 0 0 21 May 2020