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ResearchFormerly WizWand

Certified Robustness on MNIST

99.2Certified Accuracy (R=0.00)Meta-1-Dynamic-Margin
86.51289.80693.196.394May 31, 2026Jun 4, 2026Jun 8, 2026Jun 13, 2026Jun 17, 2026Jun 21, 2026Jun 26, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Meta-1-Dynamic-MarginSigma=0.25, Sample Budget=10,0002026.0699.2————————1.89200
KT PriorSigma=0.25, Sample Budget=10,0002026.0699.2————————5.08350
CEAR-(GM)sigma_v=0.252026.059998969300000——
Meta-1-Dynamic-MarginSigma=0.50, Sample Budget=10,0002026.0698.8————————2.2433.33
KT PriorSigma=0.50, Sample Budget=10,0002026.0698.8————————4.46283.33
SWEENsigma_v=0.252026.059897949000000——
CEAR-(RW)sigma_v=0.252026.059897959300000——
CEAR(RW)sigma_v=0.252026.059897939000000——
CEAR(GM)sigma_v=0.252026.059897939000000——
CEAR-(GM)sigma_v=0.502026.0598979489857255250——
RandSmoothsigma_v=0.252026.059795938700000——
SWEENsigma_v=0.502026.0597979386847250200——
CEAR-(RW)sigma_v=0.502026.0597949287756651260——
RandSmoothsigma_v=0.502026.0596959286776639180——
CEAR(GM)sigma_v=0.502026.0596939084756144250——
CEAR(RW)sigma_v=0.502026.0594928783756758430——
Meta-1-Dynamic-MarginSigma=1.00, Sample Budget=10,0002026.0691.2————————2.971,659.09
KT PriorSigma=1.00, Sample Budget=10,0002026.0691.2————————4.01402.27
CEAR-(GM)sigma_v=1.002026.05918376695742311713——
CEAR(RW)sigma_v=1.002026.05918776696050383420——
SWEENsigma_v=1.002026.0588807164503728159——
CEAR(GM)sigma_v=1.002026.0588807258453622127——
RandSmoothsigma_v=1.002026.058780715942281595——
CEAR-(RW)sigma_v=1.002026.05877969625849322215——