Backdoor Detection on CIFAR-10 (test)
100TPRMultiKrum
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MultiKrumStrategy=Uniform, Atk%=30%2025.08 | 100 | — | — | 71.4 | |
| FoolsGoldStrategy=Uniform, Atk%=30%2025.08 | 100 | — | — | 34.2 | |
| FlameStrategy=Uniform, Atk%=30%2025.08 | 100 | — | — | 14.3 | |
| CowardStrategy=Uniform, Atk%=30%2025.08 | 100 | — | — | 6.7 | |
| FoolsGoldStrategy=Uniform, Atk%=50%2025.08 | 100 | — | — | 27.1 | |
| CowardStrategy=Uniform, Atk%=50%2025.08 | 100 | — | — | 8.2 | |
| FoolsGoldStrategy=Uniform, Atk%=70%2025.08 | 100 | — | — | 12.8 | |
| CowardStrategy=Uniform, Atk%=70%2025.08 | 100 | — | — | 11.2 | |
| MultiKrumStrategy=DBA, Atk%=30%2025.08 | 100 | — | — | 57.4 | |
| FoolsGoldStrategy=DBA, Atk%=30%2025.08 | 100 | — | — | 32.9 | |
| FlameStrategy=DBA, Atk%=30%2025.08 | 100 | — | — | 14.3 | |
| CowardStrategy=DBA, Atk%=30%2025.08 | 100 | — | — | 9.7 | |
| FoolsGoldStrategy=DBA, Atk%=50%2025.08 | 100 | — | — | 26.7 | |
| CowardStrategy=DBA, Atk%=50%2025.08 | 100 | — | — | 9.9 | |
| FoolsGoldStrategy=DBA, Atk%=70%2025.08 | 100 | — | — | 12.8 | |
| CowardStrategy=DBA, Atk%=70%2025.08 | 100 | — | — | 11.2 | |
| MultiKrumStrategy=NBA, Atk%=30%2025.08 | 100 | — | — | 57.1 | |
| IndicatorStrategy=Uniform, Atk%=70%2025.08 | 99.4 | — | — | 44.6 | |
| IndicatorStrategy=Uniform, Atk%=30%2025.08 | 99.2 | — | — | 29.5 | |
| IndicatorStrategy=Uniform, Atk%=50%2025.08 | 99.1 | — | — | 16.3 | |
| IndicatorStrategy=DBA, Atk%=70%2025.08 | 98.8 | — | — | 15.8 | |
| CowardStrategy=NBA, Atk%=30%2025.08 | 98.7 | — | — | 7.1 | |
| IndicatorStrategy=DBA, Atk%=50%2025.08 | 98.6 | — | — | 16 | |
| CowardStrategy=NBA, Atk%=50%2025.08 | 98.5 | — | — | 15 | |
| IndicatorStrategy=DBA, Atk%=30%2025.08 | 98.2 | — | — | 18.4 | |
| IndicatorStrategy=NBA, Atk%=30%2025.08 | 97.8 | — | — | 39.4 | |
| IndicatorStrategy=NBA, Atk%=50%2025.08 | 93.7 | — | — | 38.2 | |
| CowardStrategy=NBA, Atk%=70%2025.08 | 86.2 | — | — | 14.6 | |
| IndicatorStrategy=NBA, Atk%=70%2025.08 | 81.3 | — | — | 14 | |
| RflbatStrategy=NBA, Atk%=30%2025.08 | 78.5 | — | — | 70.8 | |
| MultiKrumStrategy=NBA, Atk%=50%2025.08 | 63.7 | — | — | 36.3 | |
| FlameStrategy=DBA, Atk%=50%2025.08 | 60.5 | — | — | 18.9 | |
| FlameStrategy=NBA, Atk%=30%2025.08 | 55.2 | — | — | 18.9 | |
| FlameStrategy=DBA, Atk%=70%2025.08 | 42 | — | — | 34.8 | |
| RflbatStrategy=Uniform, Atk%=30%2025.08 | 39.4 | — | — | 22.5 | |
| FoolsGoldStrategy=NBA, Atk%=30%2025.08 | 37.5 | — | — | 48.4 | |
| MultiKrumStrategy=NBA, Atk%=70%2025.08 | 36.9 | — | — | 80.7 | |
| FoolsGoldStrategy=NBA, Atk%=50%2025.08 | 33.3 | — | — | 54.6 | |
| RflbatStrategy=Uniform, Atk%=50%2025.08 | 31.3 | — | — | 0 | |
| FlameStrategy=Uniform, Atk%=70%2025.08 | 31.3 | — | — | 57.8 | |
| MultiKrumStrategy=DBA, Atk%=70%2025.08 | 31.1 | — | — | 94.1 | |
| RflbatStrategy=DBA, Atk%=50%2025.08 | 29.2 | — | — | 0 | |
| MultiKrumStrategy=Uniform, Atk%=70%2025.08 | 29 | — | — | 98.9 | |
| RflbatStrategy=DBA, Atk%=30%2025.08 | 28 | — | — | 15.4 | |
| FoolsGoldStrategy=NBA, Atk%=70%2025.08 | 23.4 | — | — | 62.7 | |
| MultiKrumStrategy=DBA, Atk%=50%2025.08 | 22.8 | — | — | 77.2 | |
| FlameStrategy=Uniform, Atk%=50%2025.08 | 21.5 | — | — | 57.3 | |
| FlameStrategy=NBA, Atk%=50%2025.08 | 19.2 | — | — | 40.6 | |
| RflbatStrategy=NBA, Atk%=50%2025.08 | 16.5 | — | — | 15.8 | |
| RflbatStrategy=Uniform, Atk%=70%2025.08 | 14.3 | — | — | 11.8 | |
| FlameStrategy=NBA, Atk%=70%2025.08 | 10.6 | — | — | 74.8 | |
| RflbatStrategy=DBA, Atk%=70%2025.08 | 9.5 | — | — | 2.8 | |
| DeepSightStrategy=DBA, Atk%=30%2025.08 | 5.6 | — | — | 12.4 | |
| DeepSightStrategy=Uniform, Atk%=30%2025.08 | 3.7 | — | — | 14.6 | |
| DeepSightStrategy=DBA, Atk%=70%2025.08 | 3.4 | — | — | 44.7 | |
| MultiKrumStrategy=Uniform, Atk%=50%2025.08 | 3 | — | — | 97 | |
| DeepSightStrategy=DBA, Atk%=50%2025.08 | 2.9 | — | — | 20.1 | |
| DeepSightStrategy=NBA, Atk%=30%2025.08 | 2.8 | — | — | 31.2 | |
| DeepSightStrategy=Uniform, Atk%=70%2025.08 | 2.4 | — | — | 54.8 | |
| DeepSightStrategy=NBA, Atk%=50%2025.08 | 1.4 | — | — | 48.1 | |
| DeepSightStrategy=NBA, Atk%=70%2025.08 | 1.3 | — | — | 78.8 | |
| DeepSightStrategy=Uniform, Atk%=50%2025.08 | 1.1 | — | — | 24 | |
| RflbatStrategy=NBA, Atk%=70%2025.08 | 0.1 | — | — | 0 | |
| LoRAcleModel=DenseNet, Attack Type=BadNets, Poison Rate=0.22026.01 | — | 70 | 90 | — | |
| LoRAcleModel=DenseNet, Attack Type=Blend, Poison Rate=0.22026.01 | — | 80 | 100 | — | |
| LoRAcleModel=DenseNet, Attack Type=WaNet, Poison Rate=0.22026.01 | — | 100 | 100 | — | |
| LoRAcleModel=ResNet18, Attack Type=BadNets, Poison Rate=0.22026.01 | — | 100 | 100 | — | |
| LoRAcleModel=ResNet18, Attack Type=Blend, Poison Rate=0.22026.01 | — | 80 | 100 | — | |
| LoRAcleModel=ResNet18, Attack Type=WaNet, Poison Rate=0.22026.01 | — | 100 | 100 | — | |
| LoRAcleModel=VGG19, Attack Type=BadNets, Poison Rate=0.22026.01 | — | 90 | 90 | — | |
| LoRAcleModel=VGG19, Attack Type=Blend, Poison Rate=0.22026.01 | — | 90 | 100 | — | |
| LoRAcleModel=VGG19, Attack Type=WaNet, Poison Rate=0.22026.01 | — | 80 | 90 | — | |
| LoRAcleModel=ViT, Attack Type=BadNets, Poison Rate=0.22026.01 | — | 60 | 70 | — | |
| LoRAcleModel=ViT, Attack Type=Blend, Poison Rate=0.22026.01 | — | 80 | 100 | — | |
| LoRAcleModel=ViT, Attack Type=WaNet, Poison Rate=0.22026.01 | — | 100 | 100 | — |