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Operator Learning on 1D Burgers s=256 (val)
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0.0109
Relative L2 Error
LiNO
0.007504
0.030427
0.05335
0.076273
Jun 2, 2026
Relative L2 Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Relative L2 Error
LiNO
Operator type=efficien...
2026.06
0.0109
FNO
Operator type=Fourier...
2026.06
0.0149
LNO
Operator type=low-rank...
2026.06
0.0212
MGNO
Operator type=multipol...
2026.06
0.0243
LiNO
Operator type=full pai...
2026.06
0.0319
DeepONet
Operator type=branch–t...
2026.06
0.035
PCANN
Operator type=PCA-base...
2026.06
0.0398
GCN
Operator type=graph co...
2026.06
0.04
NN
Operator type=pointwis...
2026.06
0.0471
GNO
Operator type=graph ke...
2026.06
0.0555
FCN
Operator type=fully co...
2026.06
0.0958
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