Backdoor Detection on EMNIST
100TPRMultiKrum
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MultiKrumNonIID=0.92025.08 | 100 | 22.2 | |
| FlameNonIID=0.92025.08 | 100 | 22 | |
| CowardAttack=Vanilla2025.08 | 100 | 3.6 | |
| CowardAttack=PGD2025.08 | 100 | 4.3 | |
| CowardAttack=CML2025.08 | 99.5 | 2.4 | |
| IndicatorNonIID=0.92025.08 | 99 | 57.8 | |
| CowardAttack=NTX2025.08 | 99 | 3.6 | |
| MultiKrumNonIID=0.62025.08 | 98 | 22.4 | |
| CowardNonIID=0.92025.08 | 98 | 1.6 | |
| CowardNonIID=0.62025.08 | 98 | 1.6 | |
| CowardNonIID=0.32025.08 | 98 | 8.3 | |
| FlameAttack=CML2025.08 | 98 | 22.3 | |
| FlameNonIID=0.62025.08 | 97 | 22.3 | |
| IndicatorNonIID=0.62025.08 | 96 | 52.7 | |
| IndicatorNonIID=0.32025.08 | 96 | 45.6 | |
| IndicatorAttack=CML2025.08 | 91.5 | 51.7 | |
| IndicatorAttack=NTX2025.08 | 88.6 | 45.3 | |
| IndicatorAttack=PGD2025.08 | 88.5 | 46 | |
| IndicatorAttack=Vanilla2025.08 | 88.3 | 45.7 | |
| DeepSightNonIID=0.92025.08 | 57 | 45.9 | |
| DeepSightNonIID=0.62025.08 | 56 | 49.4 | |
| FoolsGoldNonIID=0.92025.08 | 52 | 39.1 | |
| DeepSightNonIID=0.32025.08 | 49 | 47 | |
| FlameAttack=Vanilla2025.08 | 44.5 | 28.3 | |
| FlameAttack=NTX2025.08 | 44.5 | 17.2 | |
| DeepSightAttack=PGD2025.08 | 44 | 46.9 | |
| FoolsGoldNonIID=0.32025.08 | 40 | 48.2 | |
| DeepSightAttack=NTX2025.08 | 38.5 | 43.1 | |
| DeepSightAttack=CML2025.08 | 37.5 | 42.7 | |
| FlameAttack=PGD2025.08 | 37 | 31.4 | |
| FoolsGoldNonIID=0.62025.08 | 35 | 41.7 | |
| DeepSightAttack=Vanilla2025.08 | 24 | 37.3 | |
| FoolsGoldAttack=CML2025.08 | 21.5 | 37.2 | |
| RflbatNonIID=0.92025.08 | 16 | 22.7 | |
| MultiKrumAttack=CML2025.08 | 12.5 | 31.9 | |
| FoolsGoldAttack=Vanilla2025.08 | 12 | 35.7 | |
| RflbatNonIID=0.62025.08 | 11 | 23.1 | |
| FoolsGoldAttack=PGD2025.08 | 11 | 35.2 | |
| MultiKrumAttack=NTX2025.08 | 10.5 | 31.9 | |
| MultiKrumAttack=PGD2025.08 | 10 | 32.2 | |
| MultiKrumNonIID=0.32025.08 | 9 | 32.3 | |
| FlameNonIID=0.32025.08 | 9 | 32.1 | |
| MultiKrumAttack=Vanilla2025.08 | 8.5 | 32.4 | |
| RlbatAttack=CML2025.08 | 3 | 24.8 | |
| FoolsGoldAttack=NTX2025.08 | 2.5 | 36.3 | |
| RlbatAttack=PGD2025.08 | 2 | 11.7 | |
| RlbatAttack=NTX2025.08 | 1.5 | 12 | |
| RflbatNonIID=0.32025.08 | 1 | 25.1 | |
| RlbatAttack=Vanilla2025.08 | 1 | 24.6 |