Image Classification on CIFAR10 (Accuracy and Wall Time)
0.0658Wall TimePDR+Krum
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PDR+KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.0658 | 59.87 | |
| PDR+KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.0659 | 63.99 | |
| PDR+KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.0681 | 60.28 | |
| PDR+KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.0697 | 67.51 | |
| PDR+KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.0704 | 59.66 | |
| PDR+KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.0717 | 65.91 | |
| PDR+KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.0725 | 59.97 | |
| PDR+BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.0936 | 66.95 | |
| PDR+BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.0956 | 24.78 | |
| PDR+BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.0963 | 69.54 | |
| PDR+BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.0974 | 64.52 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.0998 | 61.37 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.1027 | 67.18 | |
| PDR+BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.1046 | 72.2 | |
| PDR+BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.1077 | 72.57 | |
| PDR+BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.1094 | 68.53 | |
| PDR+BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.1168 | 70.01 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.1336 | 69.47 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.1336 | 70.57 | |
| PDR+KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.1377 | 60.96 | |
| PDR+MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.15 | 66.65 | |
| PDR+Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.1534 | 68.69 | |
| PDR+Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.165 | 69.5 | |
| PDR+MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.1652 | 66.02 | |
| PDR+MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.1789 | 67.58 | |
| PDR+Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.1901 | 66.54 | |
| MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.194 | 66.38 | |
| PDR+Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.264 | 54.7 | |
| PDR+MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.2861 | 67.73 | |
| PDR+MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.2913 | 66.26 | |
| PDR+MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.3123 | 69.81 | |
| MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.3526 | 66.49 | |
| MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.355 | 67.44 | |
| PDR+MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.4364 | 69.12 | |
| PDR+MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.4486 | — | |
| MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.4917 | — | |
| MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.5039 | 67.54 | |
| MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.6043 | 64.99 | |
| MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.6084 | 66.05 | |
| MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.7065 | 64.07 | |
| Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.8984 | 67.9 | |
| Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 1.0469 | 69.27 | |
| Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 1.0765 | 71.39 | |
| Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 1.0888 | 65.49 | |
| Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 1.1917 | 68.75 | |
| Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 1.3489 | 68.55 | |
| Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 1.6302 | 60.68 | |
| Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 1.6605 | 66.94 | |
| KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 7.5676 | 60.59 | |
| BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 7.5741 | 34.91 | |
| KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 7.5789 | 63.64 | |
| KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 7.5837 | 67.33 | |
| KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 7.5964 | 65.61 | |
| KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 7.6077 | 63.84 | |
| BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 7.6837 | 70.06 | |
| BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 7.6848 | 69.82 | |
| BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 7.709 | 65.58 | |
| BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 7.7656 | 66.81 | |
| BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 7.7761 | 66.95 | |
| BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 7.7923 | 70.99 | |
| BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 7.7966 | 67.9 | |
| KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 7.8487 | 60.41 | |
| KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 8.3783 | 62.76 | |
| KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 8.5289 | 59.93 |