Wireless Federated Learning with Local Differential Privacy

Wireless Federated Learning with Local Differential Privacy

International Symposium on Information Theory (ISIT), 2020

12 February 2020

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Papers citing "Wireless Federated Learning with Local Differential Privacy"

15 / 65 papers shown

Title
Privacy Amplification for Federated Learning via User Sampling and Wireless AggregationInternational Symposium on Information Theory (ISIT), 2021 Mohamed Seif Wei-Ting Chang Ravi Tandon FedML 183 51 0 02 Mar 2021
Federated Learning with Local Differential Privacy: Trade-offs between Privacy, Utility, and CommunicationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Muah Kim Onur Gunlu Rafael F. Schaefer FedML 255 153 0 09 Feb 2021
Transparent Contribution Evaluation for Secure Federated Learning on Blockchain Shuaicheng Ma Yang Cao L. Xiong FedML 202 43 0 26 Jan 2021
On the Practicality of Differential Privacy in Federated Learning by Tuning Iteration Times Yao Fu Yipeng Zhou Di Wu Shui Yu Yonggang Wen Chao Li FedML 152 12 0 11 Jan 2021
FLaaS: Federated Learning as a Service N. Kourtellis Kleomenis Katevas Diego Perino FedML 126 66 0 18 Nov 2020
Private Wireless Federated Learning with Anonymous Over-the-Air ComputationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Burak Hasircioglu Deniz Gunduz FedML 173 37 0 17 Nov 2020
A Theoretical Perspective on Differentially Private Federated Multi-task Learning Huiwen Wu Cen Chen Li Wang FedML 126 15 0 14 Nov 2020
Strong Privacy and Utility Guarantee: Over-the-Air Statistical Estimation Wenhao Zhan 158 0 0 26 Oct 2020
A Comprehensive Survey on Local Differential Privacy Toward Data Statistics and AnalysisItalian National Conference on Sensors (INS), 2020 Teng Wang Xuefeng Zhang Xuefeng Zhang Xinyu Yang 257 101 0 11 Oct 2020
Over-the-Air Federated Learning from Heterogeneous DataIEEE Transactions on Signal Processing (TSP), 2020 Tomer Sery Stefano Rini Kobi Cohen Yonina C. Eldar FedML 334 211 0 27 Sep 2020
Wireless for Machine Learning Henrik Hellström J. M. B. D. Silva Mohammad Mohammadi Amiri Mingzhe Chen Viktoria Fodor H. Vincent Poor Carlo Fischione 317 18 0 31 Aug 2020
LDP-FL: Practical Private Aggregation in Federated Learning with Local Differential PrivacyInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Lichao Sun Jianwei Qian Hang Zhang FedML 225 251 0 31 Jul 2020
Machine Learning Systems for Intelligent Services in the IoT: A Survey Wiebke Toussaint Aaron Yi Ding LRM 245 0 0 29 May 2020
Efficient Federated Learning over Multiple Access Channel with Differential Privacy Constraints Amir Sonee Stefano Rini 126 17 0 15 May 2020
On Analog Gradient Descent Learning over Multiple Access Fading ChannelsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2019 Tomer Sery Kobi Cohen 171 171 0 20 Aug 2019