Federated Learning in the Wild: A Comparative Study for Cybersecurity under Non-IID and Unbalanced Settings

Roberto Doriguzzi-Corin, Petr Sabel, Silvio Cretti +1

Machine Learning (ML) techniques have shown strong potential for network traffic analysis; however, their effectiveness depends on access to representative, up-to-date datasets, wh…