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Benchmarks
Function Approximation on f3 function
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1.37
Relative L2 Error
Efficient KAN
1.166
2.543
3.92
5.297
May 20, 2026
Relative L2 Error
Execution Time (s)
Updated 12d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Execution Time (s)
Efficient KAN
Architecture=[2, 16, 1]
2026.05
1.37
7.3
Standard KAN
Architecture=[2, 5, 5, 1]
2026.05
1.65
62.13
MLP
Architecture=[2, 128,...
2026.05
4.34
1.91
KAF
Architecture=[2, 5, 5, 1]
2026.05
4.49
1.94
FastKAN (GA)
Shape par. (h)=0.5714...
2026.05
4.54
2.42
Adaptive FastKAN (W2)
Shape par. (h)=0.46, A...
2026.05
6.24
4.77
Chebyshev KAN
Architecture=[2, 16, 1]
2026.05
6.47
3.78
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