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Benchmarks
Function Approximation on f1 function
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3.04
Relative L2 Error
MLP
2.8832
3.9416
5
6.0584
May 20, 2026
Relative L2 Error
Execution Time (s)
Updated 12d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Execution Time (s)
MLP
Architecture=[2, 128,...
2026.05
3.04
1.88
KAF
Architecture=[2, 5, 5, 1]
2026.05
3.92
2
Adaptive FastKAN (GA)
Shape par. (h)=0.19, A...
2026.05
4.07
3.76
FastKAN (GA)
Shape par. (h)=0.5714...
2026.05
4.08
2.47
Standard KAN
Architecture=[2, 5, 5, 1]
2026.05
4.21
62.92
Efficient KAN
Architecture=[2, 8, 1]
2026.05
5.93
7.38
Chebyshev KAN
Architecture=[2, 8, 1]
2026.05
6.96
2.57
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