4 citations · 9 across the 6 of their papers we have counts for
3 papers · 1 filter
Privacy-Aware Communication Over a Wiretap Channel with Generative Networks
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz
We study privacy-aware communication over a wiretap channel using end-to-end learning. Alice wants to transmit a source signal to Bob over a binary symmetric channel, while passive…
Active Privacy-utility Trade-off Against a Hypothesis Testing Adversary
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz
We consider a user releasing her data containing some personal information in return of a service. We model user's personal information as two correlated random variables, one of t…
Adversarial Robustness with Non-uniform Perturbations
Ecenaz Erdemir, Jeffrey Bickford, Luca Melis +1
Robustness of machine learning models is critical for security related applications, where real-world adversaries are uniquely focused on evading neural network based detectors. Pr…