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Benchmarks
Velocity and pressure field prediction on Pipe Flow
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0.125
MSE
UniPINN
0.10684
0.22942
0.352
0.47458
Mar 11, 2026
MSE
Updated 2mo ago
Evaluation Results
Method
Method
Links
MSE
UniPINN
2026.03
0.125
AL-PINN
2026.03
0.191
LAAF-PINN
2026.03
0.226
KIH-PINN
2026.03
0.241
DNN
2026.03
0.28
Standard PINN
2026.03
0.336
GPR
2026.03
0.397
MMPDE-Net
2026.03
0.426
Linear Regression
2026.03
0.579
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