SecureDrive-FL matches DP-SGD's poisoning resistance while additionally protecting against MitM attacks with only 8-10% runtime overhead

SecureDrive-FL matches DP-SGD alone's poisoning resistance (73.6% vs. 74.0% accuracy, 3.9% Attack Success Rate for both) while additionally withstanding MitM interception, where DP-SGD alone collapses to near-random accuracy (78.2% vs. 10.4%), all under only approx. 8--10% additional runtime overhead relative to DP-SGD alone

http://arxiv.org/abs/2608.27108v1