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Solving Partial Differential Equations on Reaction

0.0011rMAEdouble PINN
-3.91885622.54084749.0005575.460253May 29, 2026

Evaluation results

MethodLinks
double PINNN (Number of collocation points)=456, Precision=FP642026.050.001100.0029
OSSM-PINN-IM2026.050.29——
OSSM-PINN-IMEX2026.050.31——
PINNMambaN (Number of collocation points)=10403, Precision=FP642026.050.9202.1
PINNsFormer2026.051.1——
PINNsFormerN (Number of collocation points)=10403, Precision=FP642026.051.503
PINN_FP64N (Number of collocation points)=10403, Precision=FP642026.052.705
NeuSA2026.0529——
PINNMamba2026.0570——
ML-PINN2026.0598——