SP-CACW: Convergence-Aware Client Weighting for Selfish Personalized Learning

Collaborative learning is sustainable only when it benefits each participant.

Collaborative learning is sustainable only when it benefits each participant. Standard federated learning optimizes a global average objective, which can under perform for clients whose data distributions differ substantially from the population. We study selfish…