Certified Robustness against Backdoor Attacks on MNIST (test)
1.74ACRCert-SSBD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Cert-SSBDAttack Setting=BadNets2025.04 | 1.74 | 99.95 | 99.86 | 99.86 | 99.62 | 99.34 | 98.77 | 96.88 | 87.09 | |
| Cert-SSBDAttack Setting=SIG2025.04 | 1.73 | 99.95 | 99.86 | 99.86 | 99.72 | 99.43 | 98.82 | 96.64 | 86.95 | |
| RABAttack Setting=SIG2025.04 | 1.53 | 99.95 | 99.91 | 99.86 | 99.72 | 99.34 | 98.72 | 90.26 | 0 | |
| RABAttack Setting=BadNets2025.04 | 1.49 | 99.95 | 99.86 | 99.72 | 99.48 | 99.01 | 94.52 | 0 | 0 | |
| Cert-SSBDAttack Setting=Adaptive Trigger2025.04 | 0.81 | 99.81 | 97.26 | 46.34 | 46.01 | 45.91 | 45.67 | 44.44 | 41.23 | |
| Cert-SSBDAttack Setting=WaNet2025.04 | 0.79 | 46.29 | 46.24 | 46.15 | 45.91 | 45.82 | 45.01 | 43.22 | 37.92 | |
| RABAttack Setting=WaNet2025.04 | 0.68 | 91.96 | 46.24 | 46.01 | 46.01 | 45.86 | 45.25 | 39.72 | 0 | |
| RABAttack Setting=Adaptive Trigger2025.04 | 0.68 | 46.76 | 46.29 | 46.01 | 46.01 | 45.91 | 45.58 | 41.89 | 0 |