SplitOut: Out-of-the-Box Training-Hijacking Detection in Split Learning via Outlier Detection

2 code implementations • 16 Feb 2023 • Ege Erdogan, Unat Teksen, Mehmet Salih Celiktenyildiz, Alptekin Kupcu, A. Ercument Cicek

Split learning enables efficient and privacy-aware training of a deep neural network by splitting a neural network so that the clients (data holders) compute the first layers and only share the intermediate output with the central compute-heavy server.

Outlier Detection