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ResearchFormerly WizWand

Function Approximation on Dimension 1

15Runtimehierarchical Tanh-KAN
-64.616472.7921,010.21,547.608Jun 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
hierarchical Tanh-KANComparison Context=one-block / two-layer2026.0615
RELU-MLPComparison Context=one-block / two-layer2026.0623.1
hierarchical RBF-KANComparison Context=one-block / two-layer2026.0623.2
Tanh-MLPComparison Context=one-block / two-layer2026.0623.9
Sigmoid-MLPComparison Context=one-block / two-layer2026.0629.2
hierarchical Tanh-KANComparison Context=two-block / four-layer2026.0638.3
RBF-KANComparison Context=one-block / two-layer2026.0639.5
RELU-MLPComparison Context=two-block / four-layer2026.0645.4
RBF-MLP-IIComparison Context=one-block / two-layer2026.0656.7
Tanh-MLPComparison Context=two-block / four-layer2026.0658.6
Tanh-MLPComparison Context=three-block / six-layer2026.0660.4
RELU-MLPComparison Context=three-block / six-layer2026.0666.7
RBF-MLP-IIComparison Context=two-block / four-layer2026.0667.5
Sigmoid-MLPComparison Context=three-block / six-layer2026.0671.5
Sigmoid-MLPComparison Context=two-block / four-layer2026.0683.5
RBF-KANComparison Context=two-block / four-layer2026.06109.4
RBF-KANComparison Context=three-block / six-layer2026.06109.4
RBF-MLP-IIComparison Context=three-block / six-layer2026.06111.2
RBF-MLP-IComparison Context=one-block / two-layer2026.06158.3
hierarchical RBF-KANComparison Context=two-block / four-layer2026.06187.5
RBF-MLP-IComparison Context=two-block / four-layer2026.06279.4
hierarchical Tanh-KANComparison Context=three-block / six-layer2026.06300.1
spline KANComparison Context=one-block / two-layer2026.06381.7
hierarchical RBF-KANComparison Context=three-block / six-layer2026.06437.6
RBF-MLP-IComparison Context=three-block / six-layer2026.06526.2
spline KANComparison Context=two-block / four-layer2026.061,101.6
spline KANComparison Context=three-block / six-layer2026.062,005.4