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PDE Solving on 1D Burgers

0RelL2 Error

GC-PINN

Updated 1mo ago

Evaluation Results

Method	Links
GC-PINN 2026.02		0	0	0.0001
GC-PINN 2026.02		0	0	0.0001
gPINN 2026.02		0	0	0
PINN+RAR 2026.02		0	0	0.0001
GC-PINN 2026.02		0	0	0
SA-PINN 2026.02		0	0	0.0001
FF-PINN 2026.02		0.0001	0	0.0001
PINN 2026.02		0.0001	0	0.0004
FNO 2026.05		0.0034	-	-
DANOP 2026.06		0.0047	-	-
Mamba-NO 2026.05		0.005	-	-
DNOP 2026.06		0.0058	-	-
MSAT (physics) 2026.05		0.0118	-	-
MSAT (no physics) 2026.05		0.0156	-	-
Gemini-2.5-flash 2025.08		0.0182	-	-
Deepseek-R1 2025.08		0.0185	-	-
GPT-4.1-mini 2025.08		0.0198	-	-
Vanilla PINN 2026.05		0.0203	-	-
FNO 2026.02		0.0224	0	0.0269
FNO 2026.02		0.0264	0.0001	0.0346
RAR 2026.05		0.0275	-	-
PINN-LRA 2026.05		0.0275	-	-
FNO 2026.02		0.0326	0.0001	0.0396
FNO 2026.02		0.0357	0.0003	0.0499
FNO 2026.02		0.0379	0.0002	0.0509
GNOT 2026.05		0.0403	-	-
FNO 2026.02		0.0466	0.0006	0.0689
DeepONet 2026.05		0.066	-	-
GINO 2026.02		0.0814	0.0006	0.1011
GINO 2026.02		0.0827	0.0006	0.1023
DeepONet-FiLM 2026.06		0.1025	-	-
GINO 2026.02		0.1079	0.0014	0.1387
GINO 2026.02		0.1093	0.0015	0.1399
GINO 2026.02		0.1466	0.0039	0.1923
GINO 2026.02		0.1475	0.004	0.1927
DeepONet-Flat 2026.06		0.1959	-	-
U-NO 2026.02		0.3311	0.0084	0.3343
DeepONet-Attn 2026.06		0.3339	-	-
U-NO 2026.02		0.3507	0.0395	0.3673
U-NO 2026.02		0.3731	0.0143	0.3765
U-NO 2026.02		0.3986	0.0204	0.4048
U-NO 2026.02		0.3988	0.0429	0.4153
U-NO 2026.02		0.4127	0.0253	0.4175