Model aggregation techniques in federated learning: A comprehensive survey

Privacy preservation for federated learning in health care

“…Details of the typical central aggregator-based version that we provide as an example above can also differ depending on the implementation, for example, how model aggregation is performed or how the clients are selected in each round. 44 , 45 , 46 , 47 …”

A Review of Federated Learning in Agriculture

“…For efficient FL, practitioners must select the most appropriate method for their FL applications, and surveys (such as in ref. [76]) can help. The aggregation techniques have different emphases and purposes, such as enhancing performance, improving data security and privacy, or minimizing communication overhead.…”

“…The aggregation techniques have different emphases and purposes, such as enhancing performance, improving data security and privacy, or minimizing communication overhead. The survey [76]) divides aggregation techniques into four classes:…”