Privacy-Utility Trades in Crowdsourced Signal Map Obfuscation

Privacy-Utility Trades in Crowdsourced Signal Map Obfuscation

13 January 2022

Matthew A. Clark

Konstantinos Psounis

Papers citing "Privacy-Utility Trades in Crowdsourced Signal Map Obfuscation"

16 / 16 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 273 30,109 0 01 Mar 2022
Location Leakage in Federated Signal Maps Evita Bakopoulou Justin Ley Jiang Zhang Konstantinos Psounis A. Markopoulou FedML 49 5 0 07 Dec 2021
Threats to Federated Learning: A Survey Lingjuan Lyu Han Yu Qiang Yang FedML 264 438 0 04 Mar 2020
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 245 6,252 0 10 Dec 2019
Federated Learning: Challenges, Methods, and Future Directions Tian Li Anit Kumar Sahu Ameet Talwalkar Virginia Smith FedML 121 4,514 0 21 Aug 2019
Deep Leakage from Gradients Ligeng Zhu Zhijian Liu Song Han FedML 94 2,204 0 21 Jun 2019
On (The Lack Of) Location Privacy in Crowdsourcing Applications Spyros Boukoros Mathias Humbert Stefan Katzenbeisser Carmela Troncoso 36 27 0 15 Jan 2019
A General Approach to Adding Differential Privacy to Iterative Training Procedures H. B. McMahan Galen Andrew Ulfar Erlingsson Steve Chien Ilya Mironov Nicolas Papernot Peter Kairouz 67 193 0 15 Dec 2018
Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning Peng Kuang Mengkai Song Zhifei Zhang Yang Song Qian Wang Hairong Qi FedML 76 786 0 03 Dec 2018
Generating Multi-Categorical Samples with Generative Adversarial Networks R. Camino Christian A. Hammerschmidt R. State SyDa GAN 38 71 0 03 Jul 2018
Improving the Gaussian Mechanism for Differential Privacy: Analytical Calibration and Optimal Denoising Borja Balle Yu Wang MLT 71 405 0 16 May 2018
Context-Aware Generative Adversarial Privacy Chong Huang Peter Kairouz Xiao Chen Lalitha Sankar Ram Rajagopal 87 159 0 26 Oct 2017
LoPub: High-Dimensional Crowdsourced Data Publication with Local Differential Privacy Xuebin Ren Chia-Mu Yu Weiren Yu Shusen Yang Xinyu Yang Julie McCann Philip S. Yu 27 108 0 13 Dec 2016
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 258 10,409 0 06 Nov 2014
Optimal Geo-Indistinguishable Mechanisms for Location Privacy N. E. Bordenabe K. Chatzikokolakis C. Palamidessi 86 277 0 20 Feb 2014
Differential Privacy: on the trade-off between Utility and Information Leakage Mário S. Alvim M. Andrés K. Chatzikokolakis P. Degano C. Palamidessi 94 147 0 27 Mar 2011