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PDE solving on Navier-Stokes 2D

0.0027Relative L2 Error

GC-PINN

Updated 1mo ago

Evaluation Results

Method	Links
GC-PINN 2026.02		0.0027	0	0.0012	-	-	-	-
GC-PINN 2026.02		0.0049	0	0.0019	-	-	-	-
FNO 2026.02		0.0052	0.0026	0.0061	-	-	-	-
FNO 2026.02		0.0057	0.0031	0.0065	-	-	-	-
FNO 2026.02		0.0059	0.0033	0.0072	-	-	-	-
FNO 2026.02		0.0066	0.0026	0.0072	-	-	-	-
FNO 2026.02		0.0069	0.095	0.0073	-	-	-	-
FNO 2026.02		0.0072	0.0035	0.0082	-	-	-	-
GC-PINN 2026.02		0.0107	0.0001	0.0046	-	-	-	-
GINO 2026.02		0.0116	0.0107	0.0188	-	-	-	-
GINO 2026.02		0.0119	0.0116	0.0192	-	-	-	-
GINO 2026.02		0.013	0.013	0.0197	-	-	-	-
GINO 2026.02		0.0131	0.0147	0.0197	-	-	-	-
GINO 2026.02		0.0132	0.0133	0.0206	-	-	-	-
gPINN 2026.02		0.0133	0.0002	0.0035	-	-	-	-
GINO 2026.02		0.0136	0.0144	0.0212	-	-	-	-
SA-PINN 2026.02		0.0172	0.0003	0.0044	-	-	-	-
FF-PINN 2026.02		0.0213	0.0004	0.006	-	-	-	-
U-NO 2026.02		0.0399	0.0443	0.0465	-	-	-	-
U-NO 2026.02		0.0447	0.062	0.0523	-	-	-	-
Vanilla PINN 2026.05		0.0506	-	-	-	-	-	-
U-NO 2026.02		0.0518	0.0516	0.0577	-	-	-	-
U-NO 2026.02		0.0591	0.0649	0.0643	-	-	-	-
PINN+RAR 2026.02		0.0592	0.003	0.0188	-	-	-	-
RAR 2026.05		0.0651	-	-	-	-	-	-
U-NO 2026.02		0.0854	0.1178	0.0945	-	-	-	-
U-NO 2026.02		0.0904	0.1216	0.099	-	-	-	-
PINN 2026.02		0.35	0.104	0.176	-	-	-	-
MSAT (no physics) 2026.05		0.666	-	-	-	-	-	-
GNOT 2026.05		0.68	-	-	-	-	-	-
MSAT (physics) 2026.05		0.694	-	-	-	-	-	-
FNO 2026.05		0.821	-	-	-	-	-	-
DeepONet 2026.05		0.866	-	-	-	-	-	-
Mamba-NO 2026.05		0.926	-	-	-	-	-	-
OGAS-L 2026.06		-	-	-	1.05	1.51	1.37	1.67
OGAS-U 2026.06		-	-	-	1.03	1.55	1.34	1.64
Breed 2026.06		-	-	-	0.93	1.07	1.06	1.2
SBAL 2026.06		-	-	-	1.02	1.03	1.02	1.02
Top-K 2026.06		-	-	-	1.06	1.07	1.09	1.13
Sobol 2026.06		-	-	-	1.04	1.04	1.02	1.01