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ResearchFormerly WizWand

Image Classification on TinyImageNet (Standard Performance)

0.1449Wall TimePDR+Krum
-8.64125250.665274109.9718169.278326May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PDR+KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.050.144925.49
PDR+KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.145424.42
PDR+KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.050.1526—
PDR+KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.050.1531—
PDR+KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.050.157125.53
PDR+KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.160125.73
PDR+KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.171426.39
PDR+BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.050.194737.7
PDR+MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.050.20152.55
PDR+MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.050.201454.39
PDR+BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.050.2018—
PDR+BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.050.204752.82
PDR+BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.209138.11
PDR+BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.209337.24
PDR+BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.050.210448.99
PDR+MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.050.211852.93
PDR+MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.215753.16
PDR+KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.215826.26
PDR+MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.050.216246.55
PDR+Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.050.218154.18
PDR+BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.224753.39
PDR+MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.228254
PDR+BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.228653.13
PDR+MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.230654.59
PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.050.235152.97
PDR+Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.050.241952.44
PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.050.246946.62
PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.050.252354.67
PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.050.2976—
PDR+Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.050.388947.19
MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.051.155854.85
MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.051.161753.47
MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.051.164652.52
MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.051.173254.35
MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.051.246853.12
PDR+Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.051.2751—
MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.051.283846.77
MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.051.494754.23
Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.053.07447.24
Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.053.084554.86
Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.053.122954.26
Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.053.209752.51
Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.053.210353.2
Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.053.6813—
Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.056.151847.21
KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.058.499226.29
KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.058.501425.53
KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.058.507526.51
KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.058.5213—
KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.058.5287—
KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.058.6226.23
KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.058.776227.05
BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.058.838445.41
BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.058.841243.11
BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.058.8469—
BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.058.87145.06
BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.059.216953.46
BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.059.217651.09
KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.059.392526.77
BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.059.549353.69
BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.059.555254.09
PDR+MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.0511.8874—
Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.0521.304—
MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05219.7987—