Function Approximation on Dimension 1
15Runtimehierarchical Tanh-KAN
Evaluation Results
| Method | Links | |
|---|---|---|
| hierarchical Tanh-KANComparison Context=one-block / two-layer2026.06 | 15 | |
| RELU-MLPComparison Context=one-block / two-layer2026.06 | 23.1 | |
| hierarchical RBF-KANComparison Context=one-block / two-layer2026.06 | 23.2 | |
| Tanh-MLPComparison Context=one-block / two-layer2026.06 | 23.9 | |
| Sigmoid-MLPComparison Context=one-block / two-layer2026.06 | 29.2 | |
| hierarchical Tanh-KANComparison Context=two-block / four-layer2026.06 | 38.3 | |
| RBF-KANComparison Context=one-block / two-layer2026.06 | 39.5 | |
| RELU-MLPComparison Context=two-block / four-layer2026.06 | 45.4 | |
| RBF-MLP-IIComparison Context=one-block / two-layer2026.06 | 56.7 | |
| Tanh-MLPComparison Context=two-block / four-layer2026.06 | 58.6 | |
| Tanh-MLPComparison Context=three-block / six-layer2026.06 | 60.4 | |
| RELU-MLPComparison Context=three-block / six-layer2026.06 | 66.7 | |
| RBF-MLP-IIComparison Context=two-block / four-layer2026.06 | 67.5 | |
| Sigmoid-MLPComparison Context=three-block / six-layer2026.06 | 71.5 | |
| Sigmoid-MLPComparison Context=two-block / four-layer2026.06 | 83.5 | |
| RBF-KANComparison Context=two-block / four-layer2026.06 | 109.4 | |
| RBF-KANComparison Context=three-block / six-layer2026.06 | 109.4 | |
| RBF-MLP-IIComparison Context=three-block / six-layer2026.06 | 111.2 | |
| RBF-MLP-IComparison Context=one-block / two-layer2026.06 | 158.3 | |
| hierarchical RBF-KANComparison Context=two-block / four-layer2026.06 | 187.5 | |
| RBF-MLP-IComparison Context=two-block / four-layer2026.06 | 279.4 | |
| hierarchical Tanh-KANComparison Context=three-block / six-layer2026.06 | 300.1 | |
| spline KANComparison Context=one-block / two-layer2026.06 | 381.7 | |
| hierarchical RBF-KANComparison Context=three-block / six-layer2026.06 | 437.6 | |
| RBF-MLP-IComparison Context=three-block / six-layer2026.06 | 526.2 | |
| spline KANComparison Context=two-block / four-layer2026.06 | 1,101.6 | |
| spline KANComparison Context=three-block / six-layer2026.06 | 2,005.4 |