PrivacyML

This is the list of my publications roughly related to privacy in machine learning

2019

Luca Melis, Congzheng Song, Emiliano De Cristofaro, and Vitaly Shmatikov
Exploiting Unintended Feature Leakage in Collaborative Learning
40th IEEE Symposium on Security & Privacy (S&P 2019)
pdf

Vincent Primault, Vasileios Lampos, Ingemar Cox, and Emiliano De Cristofaro
Privacy-Preserving Crowd-Sourcing of Web Searches with Private Data Donor
The Web Conference (WWW 2019)
pdf

Jamie Hayes, Luca Melis, George Danezis, Emiliano De Cristofaro
LOGAN: Membership Inference Attacks Against Generative Models
Proceedings on Privacy Enhancing Technologies, Vol. 2019, Issue 1 (PoPETS 2019)
pdf

2018

Luca Melis, Apostolos Pyrgelis, Emiliano De Cristofaro
On Collaborative Predictive Blacklisting
ACM SIGCOMM’s Computer Communication Review (CCR), Vol. 48, No. 5, Oct. 2018
full version

Gergely Acs, Luca Melis, Claude Castelluccia, Emiliano De Cristofaro (Extended Version)
Differentially Private Mixture of Generative Neural Networks
IEEE Transactions on Knowledge and Data Engineering (TKDE 2018)
pdf

Apostolos Pyrgelis, Carmela Troncoso, Emiliano De Cristofaro
Knock Knock, Who’s There? Membership Inference on Aggregate Location Data
25th Network and Distributed System Security Symposium (NDSS 2018) distinguished paper award
full version blog

2017

Gergely Acs, Luca Melis, Claude Castelluccia, Emiliano De Cristofaro
Differentially Private Mixture of Generative Neural Networks
17th IEEE International Conference on Data Mining (ICDM 2017)
full version

Apostolos Pyrgelis, Carmela Troncoso, Emiliano De Cristofaro
What Does The Crowd Say About You? Evaluating Aggregation-based Location Privacy
Proceedings on Privacy Enhancing Technologies, Vol. 2017, Issue 4 (PoPETS 2017)
pdf

2016

Luca Melis, George Danezis, Emiliano De Cristofaro
Efficient Private Statistics with Succinct Sketches
23rd Network and Distributed System Security Symposium (NDSS 2016)
Winner of the 5th Data Protection by Design Award, issued by the Catalan Data Protection authority and the Parliament of Catalonia
pdf blog

2015

Julien Freudiger, Emiliano De Cristofaro, Alex Brito
Controlled Data Sharing for Collaborative Predictive Blacklisting
12th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA 2015)
full version