Image Classification on CIFAR100 (Test Accuracy and Wall Time)
0.0731Wall TimePDR+Krum
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PDR+KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.0731 | 28.87 | |
| PDR+KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.0756 | 24.23 | |
| PDR+KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.0765 | 23.39 | |
| PDR+KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.0786 | 23.37 | |
| PDR+KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.0789 | 29.52 | |
| PDR+KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.08 | 23.33 | |
| PDR+KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.0847 | 29.69 | |
| PDR+BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.0975 | 23.18 | |
| PDR+BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.1011 | 46.63 | |
| PDR+BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.109 | 43.79 | |
| PDR+BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.1102 | 45.49 | |
| PDR+BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.1104 | 57.57 | |
| PDR+KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.1106 | 23.74 | |
| PDR+BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.1158 | 57.5 | |
| PDR+BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.1164 | 56 | |
| PDR+BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.1216 | 57.55 | |
| PDR+MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.1463 | 56.74 | |
| PDR+MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.1465 | 57.43 | |
| PDR+MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.1495 | 58.51 | |
| PDR+MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.1502 | 57.82 | |
| PDR+Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.1595 | 58.49 | |
| PDR+MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.16 | 58.58 | |
| PDR+MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.16 | 57.78 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.1678 | 57.49 | |
| PDR+MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.1806 | 57.46 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.1812 | 50.75 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.191 | 58.38 | |
| PDR+Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.2033 | 57.64 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.2416 | 21.95 | |
| MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.3693 | 57.45 | |
| MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.3733 | 57.69 | |
| MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.3745 | 58.81 | |
| MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.4234 | 58.52 | |
| MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.4352 | 56.31 | |
| MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.443 | 57.96 | |
| PDR+MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.4707 | — | |
| MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.5364 | 57.47 | |
| Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.9583 | 57.53 | |
| Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.9659 | 57.73 | |
| Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.9742 | 58.5 | |
| Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.9768 | 58.3 | |
| Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.9866 | 50.74 | |
| PDR+Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 1.054 | 48.03 | |
| Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 1.2535 | 21.86 | |
| MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 1.2894 | — | |
| PDR+Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 2.4157 | — | |
| Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 4.8993 | 48.05 | |
| KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 7.9686 | 25.64 | |
| KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 7.9797 | 30.04 | |
| KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 7.9817 | 29.18 | |
| KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 8.0115 | 23.31 | |
| KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 8.0222 | 23.34 | |
| KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 8.0353 | 23.29 | |
| BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 8.1008 | 24.41 | |
| BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 8.1393 | 50.87 | |
| BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 8.1654 | 50.04 | |
| BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 8.1728 | 51.09 | |
| KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 8.2309 | 24.31 | |
| BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 8.2949 | 58.22 | |
| BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 8.3615 | 57.18 | |
| BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 8.3849 | 57.88 | |
| KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 8.6707 | 29.58 | |
| BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 9.0898 | 57.87 | |
| Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 10.3403 | — |