1. UNSAL Ayse
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UNSAL Ayse

Talk

Unsal, Ayse

Chernoff information as a privacy constraint for adversarial classification and membership advantage

Distinguished Webinar Series in Artificial Intelligence and Cyber Security, 17 July 2025 (Virtual Event)
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Talk

Unsal, Ayse

Differential privacy

Cyber in Occitanie: Summer school in Cybersecurity, 7-11 July 2025, Font Romeu, France
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Conference

Zari, Oualid; Xu, Chuan; Parra-Arnau, Javier; Ünsal, Ayse; Önen, Melek

Link inference attacks in vertical federated graph learning

ACSAC 2024, 40th Annual Computer Security Applications Conference, 9-13 December 2024, Waikiki, Hawaii, USA
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Zari, Oualid; Parra-Arnau, Javier; Ünsal, Ayse; Önen, Melek

Node injection link stealing attack

PSD 2024, Privacy in Statistical Databases Conference, 25-27 September 2024, Antibes, France / Also published in Lecture Notes in Computer Science (LNCS), Vol.14915
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Unsal, Ayse; Önen, Melek

Chernoff information as a privacy constraint for adversarial classification

ALLERTON 2024, 60th Annual Allerton Conference on Communication, Control, and Computing, 25-27 September 2024, Urbana, Illinois, USA
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Zari, Oualid; Parra-Arnau, Javier; Ünsal, Ayse; Önen, Melek

Node injection link stealing attack

CSF 2024, IEEE Workshop on Security, Privacy and Information Theory, Protect-IT’24, Session 2: Differential privacy and security attacks, 8 July 2024, Enschede, The Netherlands
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Tutorial

Unsal, Ayse; Önen, Melek

Information - Theoretic approaches to differential privacy

ACM Computing Surveys, Volume 56, Issue 3, Article N°76, 6 October 2023
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Journal

Unsal, Ayse ; Önen, Melek

Calibrating the attack to sensitivity in differentially private mechanisms

Journal of Cybersecurity and Privacy, Vol. 2, N°4, 18 October 2022

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Zari, Oualid; Parra-Arnau, Javier; Unsal, Ayse; Strufe, Thorsten; Önen, Melek

Membership inference attack against principal component analysis

PSD 2022, Privacy in Statistical Databases, 21-23 September 2022, Paris, France
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Report

Zari, Oualid; Parra-Arna, Javier; Ünsal, Ayse; Strufe, Thorsten; Önen, Melek

Membership inference attack against principal component analysis

Research Report RR-22-349, 16 June 2022
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