3 papers
cs.CR2025
Privacy-Preserving Vertical K-Means Clustering
Federico Mazzone, Trevor Brown, Florian Kerschbaum +4
Clustering is a fundamental data processing task used for grouping records based on one or more features. In the vertically partitioned setting, data is distributed among entities,…
cs.CR2024
Efficient Ranking, Order Statistics, and Sorting under CKKS
Federico Mazzone, Maarten Everts, Florian Hahn +1
Fully Homomorphic Encryption (FHE) enables operations on encrypted data, making it extremely useful for privacy-preserving applications, especially in cloud computing environments.…
cs.CR2024
Investigating Privacy Attacks in the Gray-Box Setting to Enhance Collaborative Learning Schemes
Federico Mazzone, Ahmad Al Badawi, Yuriy Polyakov +3
The notion that collaborative machine learning can ensure privacy by just withholding the raw data is widely acknowledged to be flawed. Over the past seven years, the literature ha…