Operator Learning Rollout Prediction on Navier-Stokes Equation E4 benchmark leaderboard · SOTA2 Research

Operator Learning Rollout Prediction on Navier-Stokes Equation E4

0MSETF-SNO

Evaluation Results

Method	Links
TF-SNO2026.06		0	0.0008	0.0016
FNO2026.06		0	0.0018	0.0036
U-NO2026.06		0	0.0012	0.0024
PINO2026.06		0	0.002	0.0037
FINO2026.06		0	0.0026	0.0043
TF-SNO2026.06		0	0.0064	0.0122
WNO2026.06		0	0.0062	0.0106
U-NO2026.06		0.0001	0.0102	0.0192
TF-SNO2026.06		0.0001	0.0145	0.0275
FNO2026.06		0.0001	0.015	0.0289
PINO2026.06		0.0001	0.0165	0.028
FINO2026.06		0.0002	0.0228	0.0338
U-NO2026.06		0.0003	0.0235	0.0434
FNO2026.06		0.0005	0.0327	0.0609
TF-SNO2026.06		0.0005	0.0325	0.0592
PINO2026.06		0.0006	0.0372	0.0595
DeepONet2026.06		0.0011	0.0463	0.0944
FINO2026.06		0.0012	0.0531	0.0736
WNO2026.06		0.0016	0.0598	0.0966
U-NO2026.06		0.0016	0.0558	0.1086
DeepONet2026.06		0.0029	0.0785	0.1335
PINO2026.06		0.003	0.0828	0.1429
DeepONet2026.06		0.0031	0.0802	0.1657
FNO2026.06		0.0035	0.0867	0.1702
FINO2026.06		0.0073	0.1274	0.2168
DeepONet2026.06		0.0295	0.2366	0.4427
WNO2026.06		0.0465	0.2836	0.5595
WNO2026.06		2.5531	2.44	4.7288