2026
Topological Federated Clustering via Gravitational Potential Fields Under Local Differential Privacy
AAAI 2026technical
Clustering non-independent and identically distributed (non-IID) data under local differential privacy (LDP) in federated settings presents a critical challenge: preserving privacy while maintaining accuracy without iterative communication. Existing one-shot methods rely on unstable pairwise centroi