Rakesh Kumar

Participation-Aware Search-Based Joint Client Selection and Adaptive Aggregation for Federated Learning

Federated learning is affected by differences in client data, behavior, and resource requirements. This paper develops and evaluates a search-based, client-participation-aware strategy for federated client selection and adaptive aggregation. It uses a genetic-search procedure with a multi-criteria objective. To avoid u...