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ResearchFormerly WizWand

Image Classification on TinyImageNet (test) (Accuracy and Wall Time)

0.1669Wall TimePDR+Krum
-0.1756682.1366664.4496.761334May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PDR+KrumAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.166929.64
PDR+KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.166929.64
PDR+KrumAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.168532.94
PDR+KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.168532.94
PDR+KrumAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.1734—
PDR+KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.1734—
PDR+KrumAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.1741—
PDR+KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.1741—
PDR+KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.184131.73
PDR+KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.184131.73
PDR+KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.186233.46
PDR+KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.186233.46
PDR+KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.186732.4
PDR+KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.186732.4
PDR+BulyanAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.21746.01
PDR+BulyanAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.21742.74
PDR+BulyanAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.21746.01
PDR+BulyanAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.21742.74
PDR+MCAAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.218554.3
PDR+MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.218554.3
PDR+MCAAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.22454.64
PDR+MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.22454.64
PDR+MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.224954.3
PDR+MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.224954.3
PDR+BulyanAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.227—
PDR+BulyanAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.227—
PDR+BulyanAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.231753.74
PDR+BulyanAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.231753.74
PDR+MCAAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.234153.8
PDR+MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.234153.8
PDR+BulyanAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.236251.97
PDR+BulyanAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.236251.97
PDR+KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.237332.71
PDR+KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.237332.71
PDR+Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.239254.54
PDR+Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.239254.54
PDR+BulyanAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.239943.83
PDR+BulyanAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.239943.83
PDR+MCAAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.241548.73
PDR+MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.241548.73
PDR+Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.050.244754.12
PDR+Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.244754.12
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.050.250954.36
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.250954.36
PDR+MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.252954.72
PDR+MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.252954.72
PDR+BulyanAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.254554.09
PDR+BulyanAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.254554.09
PDR+MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.261354.43
PDR+MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.261354.43
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.050.264250.44
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.264250.44
PDR+BulyanAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.269254.2
PDR+BulyanAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.269254.2
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.050.275254.45
PDR+Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.275254.45
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.050.3264—
PDR+Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.050.3264—
PDR+Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.050.364350.96
PDR+Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.050.364350.96
MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.051.121254.49
MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.121254.49
MCAAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.051.153854.16
MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.153854.16
MCAAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.051.158354.26
MCAAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.158354.26
MCAAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.051.158455
MCAAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.158455
MCAAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.051.174253.27
MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.174253.27
PDR+Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.051.3499—
PDR+Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.3499—
MCAAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.051.362548.81
MCAAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.051.362548.81
MCAAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.051.384754.82
MCAAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.051.384754.82
Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.052.85651.25
Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.052.85651.25
Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.052.866954.83
Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.052.866954.83
Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.1, beta=0.62026.052.887854.33
Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.052.887854.33
Geometric MedianAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.052.896154.16
Geometric MedianAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.052.896154.16
Geometric MedianAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.052.947454.32
Geometric MedianAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.052.947454.32
Geometric MedianAttack Name=Sign-flip Attack, Malicious ratio (b)=0.3, beta=0.62026.053.8209—
Geometric MedianAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.053.8209—
Geometric MedianAttack Name=FoE Attack, Malicious ratio (b)=0.1, beta=0.62026.055.028850.35
Geometric MedianAttack Name=FoE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.055.028850.35
KrumAttack Name=LIE Attack, Malicious ratio (b)=0.3, beta=0.62026.058.691431.58
KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.058.691431.58
KrumAttack Name=LIE Attack, Malicious ratio (b)=0.1, beta=0.62026.058.732.28
KrumAttack Name=LIE Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.058.732.28
KrumAttack Name=Gaussian Attack, Malicious ratio (b)=0.3, beta=0.62026.058.709232.15
KrumAttack Name=Gaussian Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.058.709232.15
KrumAttack Name=Sign-flip Attack, Malicious ratio (b)=0.1, beta=0.62026.058.711331.92
KrumAttack Name=Sign-flip Attack, Malicious client ratio (b)=0.1, Concentration parameter (beta)=0.62026.058.711331.92
KrumAttack Name=FoE Attack, Malicious ratio (b)=0.3, beta=0.62026.058.7311—
KrumAttack Name=FoE Attack, Malicious client ratio (b)=0.3, Concentration parameter (beta)=0.62026.058.7311—