Function Approximation on f2 function
0.0122Rel. L2 ErrorEfficient KAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Efficient KANArchitecture=[2, 8, 1]2026.05 | 0.0122 | 7.23 | |
| Adaptive FastKAN (M2)Shape par. (h)=0.16, Architecture=[2, 8, 1]2026.05 | 0.0394 | 3.74 | |
| KAFArchitecture=[2, 5, 5, 1]2026.05 | 0.0452 | 1.86 | |
| FastKAN (GA)Shape par. (h)=0.5714 (fixed), Architecture=[2, 8, 1]2026.05 | 0.0498 | 2.28 | |
| MLPArchitecture=[2, 128, 128, 128, 1]2026.05 | 0.0557 | 1.86 | |
| Standard KANArchitecture=[2, 5, 5, 1]2026.05 | 0.0564 | 61.87 | |
| Chebyshev KANArchitecture=[2, 8, 1]2026.05 | 0.0609 | 2.48 |