Conference
Open access
2026
Activation-Level Privacy and Certified Robustness in Federated Split Learning for IoT Intrusion Detection
SplittingFed-DP relocates the Gaussian DP mechanism from the high-dimensional gradient to the low-dimensional activation space at the cut layer, audited under Rényi differential privacy and proves that this same Gaussian release coincides with the randomised-smoothing operator of Cohen et al. at the cut layer.
Rguibi Arjdal, Y. Asimi, Ahmed Asimi et al.
· EPJ Web of Conferences · 0 citations