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Benchmarks
1D Reaction-Diffusion on 1D reaction-diffusion (x in [-4, 4])
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2.07
E(u_theta)
cPIKAN
1.778
3.749
5.72
7.691
Mar 25, 2026
E(u_theta)
Kappa
Updated 4mo ago
Evaluation Results
Method
Method
Links
E(u_theta)
Kappa
cPIKAN
L, K_l, kCheb=4, 6, 3
2026.03
2.07
0.6611
PINN
L, K_l, kCheb=4, 12, -
2026.03
2.15
0.6809
Symbolic-KAN
L, K_l, E=4, 6, 3, Sel...
2026.03
9.37
0.6985
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