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Operator Learning Rollout Prediction on Allen-Cahn Equation E2

0MSE

U-NO

Updated 1mo ago

Evaluation Results

Method	Links
U-NO 2026.06		0	0.0387	0.0195
TF-SNO 2026.06		0	0.0619	0.0374
PINO 2026.06		0	0.0631	0.0397
FNO 2026.06		0	0.0753	0.0526
WNO 2026.06		0	0.0797	0.0502
FINO 2026.06		0	0.0768	0.0546
U-NO 2026.06		0.0001	0.2356	0.1335
TF-SNO 2026.06		0.0004	0.3993	0.2883
U-NO 2026.06		0.0004	0.3803	0.2113
PINO 2026.06		0.0005	0.4437	0.3246
TF-SNO 2026.06		0.0005	0.419	0.4171
TF-SNO 2026.06		0.0006	0.281	0.3386
FNO 2026.06		0.0007	0.5648	0.474
FINO 2026.06		0.0008	0.5792	0.4984
WNO 2026.06		0.0011	0.673	0.4461
PINO 2026.06		0.0013	0.6644	0.5496
FNO 2026.06		0.002	0.808	0.8971
FINO 2026.06		0.002	0.8239	0.9642
U-NO 2026.06		0.0023	0.5623	0.324
DeepONet 2026.06		0.0031	0.9921	0.9774
WNO 2026.06		0.0045	1.2277	0.8328
FINO 2026.06		0.0048	0.8097	1.1458
FNO 2026.06		0.0053	0.852	1.0533
PINO 2026.06		0.007	0.9747	0.6957
WNO 2026.06		0.0188	1.6084	0.9928
TF-SNO 2026.06		0.0249	0.366	0.3223
FINO 2026.06		0.0807	0.727	0.7891
U-NO 2026.06		0.0999	0.6331	0.4913
DeepONet 2026.06		0.1827	7.3546	2.6739
PINO 2026.06		0.218	1.0546	0.9413
DeepONet 2026.06		0.2649	2.1997	1.6288
DeepONet 2026.06		0.2656	6.047	3.8644
DeepONet 2026.06		0.284	9.6964	4.7195
FNO 2026.06		0.3012	1.1483	0.9816
WNO 2026.06		0.4172	2.2082	1.0296