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Benchmarks
1D reaction-diffusion on 1D reaction-diffusion (x in [-2, 2])
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1.5
Error E(u_theta)
PINN
1.23
3.0525
4.875
6.6975
Mar 25, 2026
Error E(u_theta)
Kappa Agreement
Updated 4mo ago
Evaluation Results
Method
Method
Links
Error E(u_theta)
Kappa Agreement
PINN
L, K_l, kCheb=4, 12, -
2026.03
1.5
68.99
Symbolic-KAN
L, K_l, E=4, 6, 3, Sel...
2026.03
5.93
69.94
cPIKAN
L, K_l, kCheb=4, 6, 3
2026.03
8.25
69.98
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