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Operator Learning for 3D Allen-Cahn Equation on 3D Allen-Cahn (alpha [20, 90], tau [160, 260]) OOD
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1.152
Relative L2 Error (t=50)
FFNO
0.836968
2.963434
5.0899
7.216366
Jun 10, 2026
Relative L2 Error (t=50)
Relative L2 Error (t=100)
Mean Relative L2 Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Relative L2 Error (t=50)
Relative L2 Error (t=100)
Mean Relative L2 Error
FFNO
# Samples=100, Sec./Sa...
2026.06
1.152
1.7759
1.1066
DeepONet
# Samples=100, Sec./Sa...
2026.06
1.2649
2.0046
1.1999
FNO
# Samples=100, Sec./Sa...
2026.06
2.2378
2.9095
2.1342
U-NO
# Samples=100, Sec./Sa...
2026.06
2.5067
3.2153
2.3519
U-Net
# Samples=100, Sec./Sa...
2026.06
2.9142
4.8693
2.8608
U-FNO
# Samples=100, Sec./Sa...
2026.06
3.0111
5.6823
3.0729
PI-HAMNO
# Samples=100, Sec./Sa...
2026.06
3.2292
3.5719
3.8492
HAMNO
# Samples=100, Sec./Sa...
2026.06
9.0278
1.3199
8.9339
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