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ResearchFormerly WizWand

Image Classification on CIFAR10 (Accuracy and Wall Time)

0.0658Wall TimePDR+Krum
-0.2727242.0123134.297356.582387May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PDR+KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.050.065859.87
PDR+KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.050.065963.99
PDR+KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.068160.28
PDR+KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.050.069767.51
PDR+KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.050.070459.66
PDR+KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.071765.91
PDR+KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.072559.97
PDR+BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.050.093666.95
PDR+BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.050.095624.78
PDR+BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.096369.54
PDR+BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.097464.52
PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.099861.37
PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.102767.18
PDR+BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.050.104672.2
PDR+BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.050.107772.57
PDR+BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.109468.53
PDR+BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.116870.01
PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.133669.47
PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.133670.57
PDR+KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.137760.96
PDR+MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.1566.65
PDR+Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.050.153468.69
PDR+Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.050.16569.5
PDR+MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.165266.02
PDR+MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.050.178967.58
PDR+Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.050.190166.54
MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.19466.38
PDR+Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.050.26454.7
PDR+MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.286167.73
PDR+MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.050.291366.26
PDR+MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.050.312369.81
MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.050.352666.49
MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.050.35567.44
PDR+MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.050.436469.12
PDR+MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.4486—
MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.4917—
MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.503967.54
MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.050.604364.99
MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.050.608466.05
MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.706564.07
Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.898467.9
Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.051.046969.27
Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.051.076571.39
Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.051.088865.49
Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.051.191768.75
Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.051.348968.55
Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.051.630260.68
Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.051.660566.94
KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.057.567660.59
BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.057.574134.91
KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.057.578963.64
KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.057.583767.33
KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.057.596465.61
KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.057.607763.84
BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.057.683770.06
BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.057.684869.82
BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.057.70965.58
BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.057.765666.81
BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.057.776166.95
BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.057.792370.99
BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.057.796667.9
KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.057.848760.41
KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.058.378362.76
KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.058.528959.93