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Active GIA Detection on FMNIST Cross-Silo, 10 clients

100Average TPRlightweight client-side detection techniques
9597.5100102.5Nov 13, 2025

Evaluation results

MethodLinks
lightweight client-side detection techniquesCategory=Handcrafted GIAs, Attack=[14], Global Model=CNN [14], Total Rounds=200, Victim Batch Size=64, Number of Runs=102025.1110024.3
lightweight client-side detection techniquesCategory=Handcrafted GIAs, Attack=[13], Global Model=LeNet5 [25], Total Rounds=200, Victim Batch Size=100, Number of Runs=102025.111000