1. ÖNEN Melek
  2. ÖNEN Melek
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ÖNEN Melek

Conference

Akram, Aftab; Gritti, Clémentine; Halip, Mohd Hazali Mohamed; Kamarudin, Nur Diyana; Mansor, Marini; Rahayu, Syarifah Bahiyah; Önen, Melek

Robust blockchain-based federated learning

ICISSP 2025, 11th International Conference on Information Systems Security and Privacy, 20-22 February 2025, Porto, Portugal
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Book

Akram, Aftab; Zimmer, Pascal; Gritti, Clémentine; Karame, Ghassan; Önen, Melek

Fundamentals of privacy-preserving and secure machine learning

Book chapter of "Trustworthy AI in Medical Imaging", December 2024, ISBN: 9780443237614, Elsevier
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DOI
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Talk

Önen, Melek

Customized attacks and defense strategies for robust and privacy-preserving federated learning

ARTMAN 2024, Keynote talk, Workshop co-located with ACSAC 2024, December 9, 2024, Waikiki, Hawaii, USA
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BIBTEX

Conference

Taiello, Riccardo; Tosun, Emre; Ibarrondo, Alberto; Chabanne, Herve; Önen, Melek

Another walk for Monchi

FPS 2024, 17th International Symposium on Foundations and Practice of Security, 9-11 December 2024, Montréal, Canada
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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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Conference

Taiello, Riccardo; Sergen, Cansiz; Vesin, Marc; Cremonesi, Francesco; Innocenti, Lucia; Önen, Melek; Lorenzi, Marco

Enhancing privacy in federated learning: Secure aggregation for real-world healthcare applications

DECAF 2024, 5th MICCAI Workshop on Distributed, Collaborative and Federated Learning, in conjunction with MICCAI 2024, 10 October 2024, Marrakech, Morocco
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ARXIV
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Conference

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 to be published in Lecture Notes in Computer Science (LNCS)
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Conference

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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Document
ARXIV
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Conference

Karakoç, Ferhat; Küpçü, Alptekin; Önen, Melek

Fault tolerant and malicious secure federated learning

CANS 2024, 23rd International Conference on Cryptology And Network Security,
24-27 September 2024, Cambridge, UK
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Report

Taiello, Riccardo; Tosun, Emre; Ibarrondo, Alberto; Chabanne, Hervé; Önen, Melek

Another walk for Monchi

Cryptology ePrint Archive, Paper 2024/1445, 18 September 2024
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