When Is Shallow Enough? Adaptive Split Federated Learning with Client-Specific Sufficiency Estimation

Wenhao Yuan, Chenchen Lin, Wenhao Hu +5

\textit{Split Federated Learning} (SFL) enables distributed model training by splitting networks between the server and clients. However, under client heterogeneity, the convention…