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ResearchFormerly WizWand

Image Classification on CIFAR10 (test) (Test Accuracy and Wall Time)

0.0661Wall TimePDR+Krum
-0.2466481.8644013.975456.086499May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PDR+KrumAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.066162.09
PDR+KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.066162.09
PDR+KrumAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.066368.67
PDR+KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.066368.67
PDR+KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.067867.15
PDR+KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.068267.23
PDR+KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.068267.23
PDR+KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.069966.35
PDR+KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.069966.35
PDR+KrumAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.070464.84
PDR+KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.070464.84
PDR+KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.070768.31
PDR+KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.070768.31
PDR+KrumAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.072174.58
PDR+KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.072174.58
PDR+BulyanAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.093872.46
PDR+BulyanAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.093872.46
PDR+BulyanAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.097867.26
PDR+BulyanAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.097867.26
PDR+BulyanAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.097970.08
PDR+BulyanAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.097970.08
PDR+BulyanAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.098660.6
PDR+BulyanAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.098660.6
PDR+BulyanAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.105468.79
PDR+BulyanAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.105468.79
PDR+BulyanAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.106670.5
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.108269.76
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.108269.76
PDR+BulyanAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.10971.83
PDR+BulyanAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.10971.83
PDR+BulyanAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.109969.72
PDR+BulyanAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.109969.72
PDR+BulyanAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.12268.57
PDR+KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.132167.15
PDR+MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.138868.51
PDR+MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.138868.51
PDR+Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.13972.84
PDR+Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.13972.84
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.139569.25
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.139569.25
PDR+Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.140872.06
PDR+Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.140872.06
PDR+MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.144869.31
PDR+MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.144869.31
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.15770.49
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.15770.49
PDR+MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.1616—
PDR+MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.1616—
PDR+Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.171672.93
PDR+Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.171672.93
MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.198570.23
MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.198570.23
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.22668.77
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.22668.77
PDR+MCAAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.30171.65
PDR+MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.30171.65
PDR+MCAAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.31268.45
PDR+MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.31268.45
PDR+MCAAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.319372.91
PDR+MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.319372.91
PDR+MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.335669.91
PDR+MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.335671.2
PDR+MCAAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.335969.73
PDR+MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.335969.73
PDR+Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.355963.46
PDR+Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.355963.46
MCAAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.64169.11
MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.64169.11
MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.6459—
MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.6459—
MCAAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.646968.87
MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.646968.87
MCAAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.731866.41
MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.731866.41
MCAAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.776265.58
MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.776265.58
Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.941770.55
Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.941770.55
Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.956969.19
Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.956969.19
MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.051.057672.34
MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.057672.34
MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.051.344469.62
MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.344469.62
Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.051.394568.78
Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.394568.78
Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.051.417367.02
Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.417367.02
Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.051.559269.34
Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.559269.34
Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.051.606972.25
Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.606972.25
Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.052.215769.07
Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.052.215769.07
Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.052.425267.52
Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.052.425267.52
KrumAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.057.876266.37
KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.057.876266.37
KrumAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.057.884862.35
KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.057.884862.35