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ResearchFormerly WizWand

Classification on Digits UCI (test)

0.078Error RateANML
-0.303682.272664.8497.42534Feb 12, 2026Feb 24, 2026Mar 9, 2026Mar 22, 2026Apr 3, 2026Apr 16, 2026Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ANMLLow-quality data fraction=30%, Reliability level=Moderate, Number of trials=10, Samples=1,797, Softmax variant=true2026.020.07872
UniformLow-quality data fraction=30%, Reliability level=Moderate, Number of trials=10, Samples=1,7972026.020.273—
KrumLow-quality data fraction=30%, Reliability level=Moderate, Number of trials=10, Samples=1,7972026.020.283—
Max-margin graph cuts (GC)L=10%, Kernel=RBF kernel2026.041.35—
Max-margin graph cuts (GC)L=10%, Kernel=Linear kernel2026.041.59—
Manifold regularization (MR)L=10%, Kernel=Cubic kernel2026.041.6—
SVML=10%, Kernel=RBF kernel2026.041.68—
SVML=10%, Kernel=Linear kernel2026.041.7—
Max-margin graph cuts (GC)L=10%, Kernel=Cubic kernel2026.041.74—
Manifold regularization (MR)L=10%, Kernel=RBF kernel2026.041.75—
SVML=10%, Kernel=Cubic kernel2026.041.87—
Max-margin graph cuts (GC)L=5%, Kernel=RBF kernel2026.042.19—
Manifold regularization (MR)L=5%, Kernel=Cubic kernel2026.042.27—
Max-margin graph cuts (GC)L=5%, Kernel=Linear kernel2026.042.29—
Manifold regularization (MR)L=5%, Kernel=RBF kernel2026.042.29—
Max-margin graph cuts (GC)L=5%, Kernel=Cubic kernel2026.042.36—
SVML=5%, Kernel=RBF kernel2026.042.74—
Manifold regularization (MR)L=10%, Kernel=Linear kernel2026.042.86—
SVML=5%, Kernel=Linear kernel2026.042.97—
SVML=5%, Kernel=Cubic kernel2026.043.04—
Manifold regularization (MR)L=5%, Kernel=Linear kernel2026.043.68—
Manifold regularization (MR)L=2%, Kernel=RBF kernel2026.044.21—
Max-margin graph cuts (GC)L=2%, Kernel=Linear kernel2026.044.6—
SVML=2%, Kernel=Linear kernel2026.044.87—
Manifold regularization (MR)L=2%, Kernel=Cubic kernel2026.045.06—
Max-margin graph cuts (GC)L=2%, Kernel=Cubic kernel2026.045.09—
Manifold regularization (MR)L=1%, Kernel=Cubic kernel2026.045.29—
Max-margin graph cuts (GC)L=2%, Kernel=RBF kernel2026.045.61—
SVML=2%, Kernel=Cubic kernel2026.046.06—
SVML=2%, Kernel=RBF kernel2026.046.17—
Manifold regularization (MR)L=1%, Kernel=RBF kernel2026.046.36—
Max-margin graph cuts (GC)L=1%, Kernel=Linear kernel2026.046.88—
SVML=1%, Kernel=Linear kernel2026.047.06—
Max-margin graph cuts (GC)L=1%, Kernel=RBF kernel2026.047.65—
Manifold regularization (MR)L=2%, Kernel=Linear kernel2026.047.97—
SVML=1%, Kernel=RBF kernel2026.048.22—
Max-margin graph cuts (GC)L=1%, Kernel=Cubic kernel2026.048.55—
Manifold regularization (MR)L=1%, Kernel=Linear kernel2026.049.59—
SVML=1%, Kernel=Cubic kernel2026.049.62—