Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation
Authors: Han Zhao, Jianfeng Chi, Yuan Tian, Geoffrey J. Gordon | Published: 2019-06-19 | Updated: 2020-10-25
Privacy Protection
Membership Privacy for Machine Learning Models Through Knowledge Transfer
Authors: Virat Shejwalkar, Amir Houmansadr | Published: 2019-06-15 | Updated: 2020-12-31
Real-Time Privacy-Preserving Data Release for Smart Meters
Authors: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau | Published: 2019-06-14 | Updated: 2021-11-25
Computing Tight Differential Privacy Guarantees Using FFT
Authors: Antti Koskela, Joonas Jälkö, Antti Honkela | Published: 2019-06-07 | Updated: 2019-11-04
Differential Privacy Has Disparate Impact on Model Accuracy
Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2019-05-28 | Updated: 2019-10-27
Body Shape Privacy in Images: Understanding Privacy and Preventing Automatic Shape Extraction
Authors: Hosnieh Sattar, Katharina Krombholz, Gerard Pons-Moll, Mario Fritz | Published: 2019-05-27 | Updated: 2020-10-22
Privacy-Enhancing Context Authentication from Location-Sensitive Data
Authors: Pradip Mainali, Carlton Shepherd, Fabien A. P. Petitcolas | Published: 2019-04-18 | Updated: 2019-07-10
When Homomorphic Cryptosystem Meets Differential Privacy: Training Machine Learning Classifier with Privacy Protection
Authors: Xiangyun Tang, Liehuang Zhu, Meng Shen, Xiaojiang Du | Published: 2018-12-06
Dancing in the Dark: Private Multi-Party Machine Learning in an Untrusted Setting
Authors: Clement Fung, Jamie Koerner, Stewart Grant, Ivan Beschastnikh | Published: 2018-11-23 | Updated: 2019-02-24
You are your Metadata: Identification and Obfuscation of Social Media Users using Metadata Information
Authors: Beatrice Perez, Mirco Musolesi, Gianluca Stringhini | Published: 2018-03-27 | Updated: 2018-05-14