Active GIA Detection on CIFAR-10 Cross-Device (100 clients)
100Average TPRlightweight client-side detection techniques
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| lightweight client-side detection techniquesCategory=Handcrafted GIAs, Attack=[14], Global Model=ResNet18 [24], Total Rounds=100, Victim Batch Size=64, Number of Runs=102025.11 | 100 | 0.1 | |
| lightweight client-side detection techniquesCategory=Learned GIAs, Attack=[6], Global Model=ResNet18 [24], Total Rounds=100, Victim Batch Size=64, Number of Runs=102025.11 | 100 | 0.9 | |
| lightweight client-side detection techniquesCategory=Learned GIAs, Attack=[15], Global Model=ResNet34 [24], Total Rounds=100, Victim Batch Size=64, Number of Runs=102025.11 | 100 | 0 |