TOFD: Target-Oriented Feature Decoupling against Poisoning Attacks in Split Federated Learning

Yuhan Xie, Jingrong Huang, Chen Lyu

Split Federated Learning (SFL) facilitates privacy-preserving collaborative training with reduced client-side overhead. However, its split architecture introduces unique attack sur…