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Active GIA Detection on CIFAR-100 Cross-Device 100 clients

1Average TPRlightweight client-side detection techniques
0.950.97511.025Nov 13, 2025

Evaluation results

MethodLinks
lightweight client-side detection techniquesCategory=Learned GIAs, Attack=[6], Global Model=ResNet18 [24], Total Rounds=100, Victim Batch Size=64, Number of Runs=102025.1110.001
lightweight client-side detection techniquesCategory=Learned GIAs, Attack=[15], Global Model=ResNet34 [24], Total Rounds=100, Victim Batch Size=64, Number of Runs=102025.1110