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Benchmarks
Fluid flow prediction on Gyroid (G) TPMS channel
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0.0119
MSE (|u|)
MUSA-PINN
-0.075792
0.516129
1.10805
1.699971
Mar 9, 2026
MSE (|u|)
Relative L2 Error (|u|)
MSE (p)
Relative L2 Error (p)
Updated 2mo ago
Evaluation Results
Method
Method
Links
MSE (|u|)
Relative L2 Error (|u|)
MSE (p)
Relative L2 Error (p)
MUSA-PINN
Reference=Ours
2026.03
0.0119
6.13
2.3906
12.97
MDPINN-GD
Reference=NeurIPS' 2025
2026.03
0.6457
45.03
14.5325
31.98
RoPINN
Reference=NeurIPS' 2024
2026.03
1.7492
74.11
135.9094
97.8
CoPINN
Reference=ICML' 2025
2026.03
2.1992
83.1
105.5943
86.21
PINN-PE
Reference=-
2026.03
2.2042
83.19
105.6067
86.21
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