2025
OmniFC: Rethinking Federated Clustering via Lossless and Secure Distance Reconstruction
NeurIPS 2025poster
Federated clustering (FC) aims to discover global cluster structures across decentralized clients without sharing raw data, making privacy preservation a fundamental requirement. There are two critical challenges: (1) privacy leakage during collaboration, and (2) robustness degradation due to aggreg…