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Operator Learning for 3D Allen-Cahn Equation (alpha=60, tau=260, OOD)
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1.0473
Relative L2 Error at t=50
DeepONet
0.71792
2.941235
5.16455
7.387865
Jun 10, 2026
Relative L2 Error at t=50
Relative L2 Error at t=100
Mean Relative L2 Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Relative L2 Error at t=50
Relative L2 Error at t=100
Mean Relative L2 Error
DeepONet
# Samples=100, Sec./Sa...
2026.06
1.0473
1.5275
9.8308
FNO
# Samples=100, Sec./Sa...
2026.06
2.1342
2.7254
2.0521
U-NO
# Samples=100, Sec./Sa...
2026.06
2.3693
2.8165
2.1744
U-FNO
# Samples=100, Sec./Sa...
2026.06
2.4549
3.0289
2.3
U-Net
# Samples=100, Sec./Sa...
2026.06
2.5367
3.0182
2.3132
PI-HAMNO
# Samples=100, Sec./Sa...
2026.06
3.3856
3.3326
4.02
HAMNO
# Samples=100, Sec./Sa...
2026.06
9.057
1.2771
8.9824
FFNO
# Samples=100, Sec./Sa...
2026.06
9.2818
1.3605
8.7555
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