Love or Hate? Share or Split? Privacy-Preserving Training Using Split
Learning and Homomorphic Encryption

Love or Hate? Share or Split? Privacy-Preserving Training Using Split Learning and Homomorphic Encryption

19 September 2023

Khoa Nguyen

Alexandros Bakas

Papers citing "Love or Hate? Share or Split? Privacy-Preserving Training Using Split Learning and Homomorphic Encryption"

8 / 8 papers shown

Title
A Taxonomy of Attacks and Defenses in Split Learning Aqsa Shabbir Halil Ibrahim Kanpak Alptekin Küpçü Sinem Sav 43 0 0 09 May 2025
A Pervasive, Efficient and Private Future: Realizing Privacy-Preserving Machine Learning Through Hybrid Homomorphic Encryption Khoa Nguyen Mindaugas Budzys E. Frimpong Tanveer Khan A. Michalas 23 0 0 10 Sep 2024
CURE: Privacy-Preserving Split Learning Done Right Halil Ibrahim Kanpak Aqsa Shabbir Esra Genç Alptekin Küpçü Sinem Sav 24 0 0 12 Jul 2024
Make Split, not Hijack: Preventing Feature-Space Hijacking Attacks in Split Learning Tanveer Khan Mindaugas Budzys A. Michalas 29 4 0 14 Apr 2024
GuardML: Efficient Privacy-Preserving Machine Learning Services Through Hybrid Homomorphic Encryption E. Frimpong Khoa Nguyen Mindaugas Budzys Tanveer Khan A. Michalas 10 14 0 26 Jan 2024
A More Secure Split: Enhancing the Security of Privacy-Preserving Split Learning Tanveer Khan Khoa Nguyen A. Michalas 18 9 0 15 Sep 2023
Learning in the Dark: Privacy-Preserving Machine Learning using Function Approximation Tanveer Khan A. Michalas FedML 16 6 0 15 Sep 2023
SplitOut: Out-of-the-Box Training-Hijacking Detection in Split Learning via Outlier Detection Ege Erdogan Unat Teksen Mehmet Salih Celiktenyildiz Alptekin Kupcu A. E. Cicek 46 4 0 16 Feb 2023