Operator Learning Rollout Prediction on Allen-Cahn Equation E2 benchmark leaderboard · SOTA2 Research

Operator Learning Rollout Prediction on Allen-Cahn Equation E2

0MSEU-NO

Evaluation Results

Method	Links
U-NO2026.06		0	0.0387	0.0195
TF-SNO2026.06		0	0.0619	0.0374
PINO2026.06		0	0.0631	0.0397
FNO2026.06		0	0.0753	0.0526
WNO2026.06		0	0.0797	0.0502
FINO2026.06		0	0.0768	0.0546
U-NO2026.06		0.0001	0.2356	0.1335
TF-SNO2026.06		0.0004	0.3993	0.2883
U-NO2026.06		0.0004	0.3803	0.2113
PINO2026.06		0.0005	0.4437	0.3246
TF-SNO2026.06		0.0005	0.419	0.4171
TF-SNO2026.06		0.0006	0.281	0.3386
FNO2026.06		0.0007	0.5648	0.474
FINO2026.06		0.0008	0.5792	0.4984
WNO2026.06		0.0011	0.673	0.4461
PINO2026.06		0.0013	0.6644	0.5496
FNO2026.06		0.002	0.808	0.8971
FINO2026.06		0.002	0.8239	0.9642
U-NO2026.06		0.0023	0.5623	0.324
DeepONet2026.06		0.0031	0.9921	0.9774
WNO2026.06		0.0045	1.2277	0.8328
FINO2026.06		0.0048	0.8097	1.1458
FNO2026.06		0.0053	0.852	1.0533
PINO2026.06		0.007	0.9747	0.6957
WNO2026.06		0.0188	1.6084	0.9928
TF-SNO2026.06		0.0249	0.366	0.3223
FINO2026.06		0.0807	0.727	0.7891
U-NO2026.06		0.0999	0.6331	0.4913
DeepONet2026.06		0.1827	7.3546	2.6739
PINO2026.06		0.218	1.0546	0.9413
DeepONet2026.06		0.2649	2.1997	1.6288
DeepONet2026.06		0.2656	6.047	3.8644
DeepONet2026.06		0.284	9.6964	4.7195
FNO2026.06		0.3012	1.1483	0.9816
WNO2026.06		0.4172	2.2082	1.0296