v1v2 (latest)

Federated Learning: Strategies for Improving Communication Efficiency

18 October 2016

Dave Bacon

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

50 / 1,868 papers shown

Title
A Demonstration of Smart Doorbell Design Using Federated Deep Learning Vatsal Patel Sarth Kanani Tapan Pathak Pankesh Patel M. Ali J. Breslin FedML 24 3 0 19 Oct 2020
Blind Federated Edge Learning M. Amiri T. Duman Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor 140 92 0 19 Oct 2020
A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From Communications to Sensing and Intelligence Qingqing Wu Jie Xu Yong Zeng Derrick Wing Kwan Ng N. Al-Dhahir R. Schober A. L. Swindlehurst 77 365 0 19 Oct 2020
From Distributed Machine Learning To Federated Learning: In The View Of Data Privacy And Security Sheng Shen Tianqing Zhu Di Wu Wei Wang Wanlei Zhou FedML OOD 76 79 0 19 Oct 2020
Federated Unsupervised Representation Learning Fengda Zhang Kun Kuang Zhaoyang You Tao Shen Jun Xiao Yin Zhang Chao-Xiang Wu Yueting Zhuang Xiaolin Li FedML 94 137 0 18 Oct 2020
Towards Tight Communication Lower Bounds for Distributed Optimisation Dan Alistarh Janne H. Korhonen FedML 59 8 0 16 Oct 2020
Federated Learning in Adversarial Settings Raouf Kerkouche G. Ács C. Castelluccia FedML 50 16 0 15 Oct 2020
R-GAP: Recursive Gradient Attack on Privacy Junyi Zhu Matthew Blaschko FedML 62 137 0 15 Oct 2020
Secure and Fault Tolerant Decentralized Learning Saurav Prakash H. Hashemi Yongqin Wang M. Annavaram Salman Avestimehr FedML 94 10 0 15 Oct 2020
BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture H. Desai Mustafa Safa Ozdayi Murat Kantarcioglu FedML 128 61 0 14 Oct 2020
FedGroup: Efficient Clustered Federated Learning via Decomposed Data-Driven Measure Moming Duan Duo Liu Xinyuan Ji Renping Liu Liang Liang Xianzhang Chen Yujuan Tan FedML 52 68 0 14 Oct 2020
FedAT: A High-Performance and Communication-Efficient Federated Learning System with Asynchronous Tiers Zheng Chai Yujing Chen Ali Anwar Liang Zhao Yue Cheng Huzefa Rangwala FedML 90 124 0 12 Oct 2020
Voting-based Approaches For Differentially Private Federated Learning Yuqing Zhu Xiang Yu Yi-Hsuan Tsai Francesco Pittaluga M. Faraki Manmohan Chandraker Yu Wang FedML 77 22 0 09 Oct 2020
Adaptive Subcarrier, Parameter, and Power Allocation for Partitioned Edge Learning Over Broadband Channels Dingzhu Wen Ki-Jun Jeon M. Bennis Kaibin Huang 83 11 0 08 Oct 2020
Optimal Gradient Compression for Distributed and Federated Learning Alyazeed Albasyoni M. Safaryan Laurent Condat Peter Richtárik FedML 67 64 0 07 Oct 2020
InstaHide: Instance-hiding Schemes for Private Distributed Learning Yangsibo Huang Zhao Song Keqin Li Sanjeev Arora FedML PICV 103 153 0 06 Oct 2020
Specialized federated learning using a mixture of experts Edvin Listo Zec Olof Mogren John Martinsson L. R. Sütfeld D. Gillblad FedML 103 29 0 05 Oct 2020
HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients Enmao Diao Jie Ding Vahid Tarokh FedML 104 561 0 03 Oct 2020
Distributed Proximal Splitting Algorithms with Rates and Acceleration Laurent Condat Grigory Malinovsky Peter Richtárik 76 21 0 02 Oct 2020
Coded Stochastic ADMM for Decentralized Consensus Optimization with Edge Computing Hao Chen Yu Ye Ming Xiao Mikael Skoglund H. Vincent Poor 55 15 0 02 Oct 2020
Loosely Coupled Federated Learning Over Generative Models Shaoming Song Yunfeng Shao Jian Li FedML 83 1 0 28 Sep 2020
Machine Learning in Event-Triggered Control: Recent Advances and Open Issues Leila Sedghi Zohaib Ijaz Md. Noor-A.-Rahim K. Witheephanich Dirk Pesch AI4CE 70 16 0 27 Sep 2020
Federated Transfer Learning: concept and applications Sudipan Saha Tahir Ahmad FedML 122 96 0 26 Sep 2020
Artificial Intelligence for UAV-enabled Wireless Networks: A Survey Mohamed-Amine Lahmeri Mustafa A. Kishk Mohamed-Slim Alouini 102 102 0 24 Sep 2020
Pocket Diagnosis: Secure Federated Learning against Poisoning Attack in the Cloud Zhuo Ma Jianfeng Ma Yinbin Miao Ximeng Liu K. Choo R. Deng FedML 118 33 0 23 Sep 2020
When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network Shuai Yu Xu Chen Zhi Zhou Xiaowen Gong Di Wu 70 220 0 22 Sep 2020
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Ming Y. Lu Dehan Kong Jana Lipkova Richard J. Chen Rajendra Singh Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood FedML MedIm 131 181 0 21 Sep 2020
Connecting Distributed Pockets of EnergyFlexibility through Federated Computations:Limitations and Possibilities Javad Mohammadi J. Thornburg 52 5 0 21 Sep 2020
Privacy-Preserving Machine Learning Training in Aggregation Scenarios Liehuang Zhu Xiangyun Tang Meng Shen Jie Zhang Xiaojiang Du 54 4 0 21 Sep 2020
Estimation of Individual Device Contributions for Incentivizing Federated Learning Takayuki Nishio R. Shinkuma N. Mandayam FedML 93 32 0 20 Sep 2020
Adversarial Robustness through Bias Variance Decomposition: A New Perspective for Federated Learning Yao Zhou Jun Wu Haixun Wang Jingrui He AAML FedML 112 28 0 18 Sep 2020
Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data Jie Peng Zhaoxian Wu Qing Ling Tianyi Chen OOD FedML 88 26 0 17 Sep 2020
Federated Dynamic GNN with Secure Aggregation Meng Jiang Taeho Jung Ryan Karl Tong Zhao FedML 87 31 0 15 Sep 2020
Effective Federated Adaptive Gradient Methods with Non-IID Decentralized Data Qianqian Tong Guannan Liang J. Bi FedML 111 28 0 14 Sep 2020
Robustness and Personalization in Federated Learning: A Unified Approach via Regularization Achintya Kundu Pengqian Yu L. Wynter Shiau Hong Lim FedML 19 15 0 14 Sep 2020
FLaPS: Federated Learning and Privately Scaling Sudipta Paul Poushali Sengupta Subhankar Mishra FedML 49 4 0 13 Sep 2020
From Federated Learning to Federated Neural Architecture Search: A Survey Hangyu Zhu Haoyu Zhang Yaochu Jin FedML OOD AI4CE 111 155 0 12 Sep 2020
Review and Critical Analysis of Privacy-preserving Infection Tracking and Contact Tracing William J. Buchanan Muhammad Ali Imran M. Rehman Lei Zhang Q. Abbasi C. Chrysoulas D. Haynes Nikolaos Pitropakis Pavlos Papadopoulos 51 14 0 10 Sep 2020
Local and Central Differential Privacy for Robustness and Privacy in Federated Learning Mohammad Naseri Jamie Hayes Emiliano De Cristofaro FedML 128 153 0 08 Sep 2020
FedCM: A Real-time Contribution Measurement Method for Participants in Federated Learning Boyi Liu Bingjie Yan Yize Zhou Jun Wang Yuhang Zhang FedML 92 3 0 08 Sep 2020
Blockchain-based Federated Learning for Device Failure Detection in Industrial IoT Weishan Zhang Qinghua Lu Qiuyu Yu Zhaotong Li Yue Liu Sin Kit Lo Shiping Chen Xiwei Xu Liming Zhu 82 6 0 06 Sep 2020
FLFE: A Communication-Efficient and Privacy-Preserving Federated Feature Engineering Framework Pei Fang Zhendong Cai Hui Chen Qingjiang Shi 48 5 0 05 Sep 2020
On Communication Compression for Distributed Optimization on Heterogeneous Data Sebastian U. Stich 97 23 0 04 Sep 2020
Machine Learning Towards Enabling Spectrum-as-a-Service Dynamic Sharing Abdallah Moubayed Tanveer Ahmed A. Haque Abdallah Shami 24 6 0 04 Sep 2020
FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning Hong-You Chen Wei-Lun Chao FedML 112 262 0 04 Sep 2020
ESMFL: Efficient and Secure Models for Federated Learning Sheng Lin Chenghong Wang Hongjia Li Jieren Deng Yanzhi Wang Caiwen Ding FedML 45 5 0 03 Sep 2020
Efficient, high-performance pancreatic segmentation using multi-scale feature extraction Moritz Knolle Georgios Kaissis F. Jungmann Sebastian Ziegelmayer D. Sasse Marcus R. Makowski Daniel Rueckert R. Braren MedIm 33 14 0 02 Sep 2020
POSEIDON: Privacy-Preserving Federated Neural Network Learning Sinem Sav Apostolos Pyrgelis J. Troncoso-Pastoriza D. Froelicher Jean-Philippe Bossuat João Sá Sousa Jean-Pierre Hubaux FedML 68 156 0 01 Sep 2020
Federated Edge Learning : Design Issues and Challenges Afaf Taik Soumaya Cherkaoui FedML 102 65 0 31 Aug 2020
Wireless for Machine Learning Henrik Hellström J. M. B. D. Silva Mohammad Mohammadi Amiri Mingzhe Chen Viktoria Fodor H. Vincent Poor Carlo Fischione 85 18 0 31 Aug 2020