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Operator Learning Rollout Prediction on Burgers' Equation E1

0MSE

TF-SNO

Updated 1mo ago

Evaluation Results

Method	Links
TF-SNO 2026.06		0	0.0021	0.0026
U-NO 2026.06		0	0.0022	0.0039
FINO 2026.06		0	0.0024	0.0038
FNO 2026.06		0	0.0076	0.0114
PINO 2026.06		0	0.007	0.0129
WNO 2026.06		0	0.0065	0.007
TF-SNO 2026.06		0	0.015	0.0216
U-NO 2026.06		0.0001	0.0175	0.0239
FINO 2026.06		0.0001	0.0225	0.032
TF-SNO 2026.06		0.0002	0.0326	0.0486
U-NO 2026.06		0.0002	0.0377	0.0446
DeepONet 2026.06		0.0003	0.0436	0.0752
FINO 2026.06		0.0005	0.0516	0.0655
FNO 2026.06		0.0006	0.0538	0.0636
WNO 2026.06		0.0007	0.0621	0.0624
TF-SNO 2026.06		0.0008	0.0651	0.0971
PINO 2026.06		0.0008	0.0601	0.0864
U-NO 2026.06		0.001	0.0783	0.0782
DeepONet 2026.06		0.0016	0.0954	0.1661
FINO 2026.06		0.0021	0.1041	0.1384
FNO 2026.06		0.0022	0.1031	0.1202
DeepONet 2026.06		0.0022	0.1109	0.2478
DeepONet 2026.06		0.0024	0.1205	0.2057
WNO 2026.06		0.0038	0.1471	0.1459
PINO 2026.06		0.0048	0.1446	0.2007
FNO 2026.06		0.0079	0.2003	0.2225
WNO 2026.06		0.0264	0.3584	0.4255
PINO 2026.06		0.0265	0.3385	0.4541