Progressive-Resolution Secure Aggregation for Federated Learning
Progressive-Resolution Secure Aggregation (PSA) allows clients to upload once and later authorize successively finer resolutions of an aggregate without needing renewed client participation. It achieves this by structuring updates into nested lattices, ensuring each released layer refines the same value. This method balances secure aggregation with differential privacy and manages overflow risks effectively.