From Injection to Detection: Analyzing the Impact of Anomalous Data in Federated Learning.

Marc Benesch

Manuel Lengl Marc Benesch Stefan Röhrl Simon Schumann Martin Knopp Oliver Hayden Klaus Diepold From Injection to Detection: Analyzing the Impact of Anomalous Data in Federated Learning. 2026 February 188 7 SN Comput. Sci. 2 https://doi.org/10.1007/s42979-026-04775-2 db/journals/sncs/sncs7.html#LenglBRSKHD26 streams/journals/sncs

Manuel Lengl Marc Benesch Stefan Röhrl Simon Schumann Martin Knopp Oliver Hayden Klaus Diepold Impact of Biased Data Injection on Model Integrity in Federated Learning. 432-443 2025 BIOSTEC (1) https://doi.org/10.5220/0013153800003911 conf/biostec/2025-1 db/conf/biostec/biostec2025-1.html#LenglBRSKHD25 Klaus Diepold Oliver Hayden Martin Knopp Manuel Lengl Stefan Röhrl Simon Schumann