2026
Controlled Collaboration Geometry for Personalized Federated Learning
ICML 2026poster
In personalized federated learning (PFL), collaboration graphs specify model aggregation among clients. However, without constraints on the collaboration geometry, training can drift into two degenerate regimes: global consensus or spontaneous clustering. This paper provides a unified dynamical anal…