Image Classification on CIFAR10 (test) (Test Accuracy and Wall Time)
0.0661Wall TimePDR+Krum
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PDR+KrumAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0661 | 62.09 | |
| PDR+KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0661 | 62.09 | |
| PDR+KrumAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.0663 | 68.67 | |
| PDR+KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.0663 | 68.67 | |
| PDR+KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.0678 | 67.15 | |
| PDR+KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0682 | 67.23 | |
| PDR+KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0682 | 67.23 | |
| PDR+KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.0699 | 66.35 | |
| PDR+KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.0699 | 66.35 | |
| PDR+KrumAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.0704 | 64.84 | |
| PDR+KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.0704 | 64.84 | |
| PDR+KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0707 | 68.31 | |
| PDR+KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0707 | 68.31 | |
| PDR+KrumAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0721 | 74.58 | |
| PDR+KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0721 | 74.58 | |
| PDR+BulyanAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0938 | 72.46 | |
| PDR+BulyanAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0938 | 72.46 | |
| PDR+BulyanAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0978 | 67.26 | |
| PDR+BulyanAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0978 | 67.26 | |
| PDR+BulyanAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0979 | 70.08 | |
| PDR+BulyanAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0979 | 70.08 | |
| PDR+BulyanAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.0986 | 60.6 | |
| PDR+BulyanAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.0986 | 60.6 | |
| PDR+BulyanAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1054 | 68.79 | |
| PDR+BulyanAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1054 | 68.79 | |
| PDR+BulyanAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1066 | 70.5 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1082 | 69.76 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1082 | 69.76 | |
| PDR+BulyanAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.109 | 71.83 | |
| PDR+BulyanAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.109 | 71.83 | |
| PDR+BulyanAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1099 | 69.72 | |
| PDR+BulyanAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1099 | 69.72 | |
| PDR+BulyanAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.122 | 68.57 | |
| PDR+KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1321 | 67.15 | |
| PDR+MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1388 | 68.51 | |
| PDR+MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1388 | 68.51 | |
| PDR+Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.139 | 72.84 | |
| PDR+Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.139 | 72.84 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.1395 | 69.25 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.1395 | 69.25 | |
| PDR+Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1408 | 72.06 | |
| PDR+Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1408 | 72.06 | |
| PDR+MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.1448 | 69.31 | |
| PDR+MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.1448 | 69.31 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.157 | 70.49 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.157 | 70.49 | |
| PDR+MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.1616 | — | |
| PDR+MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.1616 | — | |
| PDR+Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1716 | 72.93 | |
| PDR+Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1716 | 72.93 | |
| MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.1985 | 70.23 | |
| MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.1985 | 70.23 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.226 | 68.77 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.226 | 68.77 | |
| PDR+MCAAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.301 | 71.65 | |
| PDR+MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.301 | 71.65 | |
| PDR+MCAAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.312 | 68.45 | |
| PDR+MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.312 | 68.45 | |
| PDR+MCAAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.3193 | 72.91 | |
| PDR+MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.3193 | 72.91 | |
| PDR+MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.3356 | 69.91 | |
| PDR+MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.3356 | 71.2 | |
| PDR+MCAAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.3359 | 69.73 | |
| PDR+MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.3359 | 69.73 | |
| PDR+Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.3559 | 63.46 | |
| PDR+Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.3559 | 63.46 | |
| MCAAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.641 | 69.11 | |
| MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.641 | 69.11 | |
| MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.6459 | — | |
| MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.6459 | — | |
| MCAAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.6469 | 68.87 | |
| MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.6469 | 68.87 | |
| MCAAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 0.7318 | 66.41 | |
| MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 0.7318 | 66.41 | |
| MCAAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.7762 | 65.58 | |
| MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.7762 | 65.58 | |
| Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.9417 | 70.55 | |
| Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.9417 | 70.55 | |
| Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 0.9569 | 69.19 | |
| Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 0.9569 | 69.19 | |
| MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 1.0576 | 72.34 | |
| MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 1.0576 | 72.34 | |
| MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 1.3444 | 69.62 | |
| MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 1.3444 | 69.62 | |
| Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 1.3945 | 68.78 | |
| Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 1.3945 | 68.78 | |
| Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 1.4173 | 67.02 | |
| Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 1.4173 | 67.02 | |
| Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 1.5592 | 69.34 | |
| Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 1.5592 | 69.34 | |
| Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 1.6069 | 72.25 | |
| Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 1.6069 | 72.25 | |
| Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 2.2157 | 69.07 | |
| Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 2.2157 | 69.07 | |
| Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 2.4252 | 67.52 | |
| Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 2.4252 | 67.52 | |
| KrumAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.05 | 7.8762 | 66.37 | |
| KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.05 | 7.8762 | 66.37 | |
| KrumAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.05 | 7.8848 | 62.35 | |
| KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.05 | 7.8848 | 62.35 |