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ResearchFormerly WizWand

Operator Learning on viscous Burgers' equation n=8192

0.001Relative Error (x10^-3)Galerkin Transformer
0.000510.0039860.0074620.010939May 31, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Galerkin TransformerNormalization scheme=Galerkin-type LayerNorm on K, V2021.050.001
Fourier TransformerNormalization scheme=Galerkin-type LayerNorm on Q, K2021.050.0011
Fourier TransformerNormalization scheme=Regular LayerNorm2021.050.0012
Linear TransformerNormalization scheme=Galerkin-type LayerNorm on K, V2021.050.0012
Softmax TransformerNormalization scheme=Galerkin-type LayerNorm on Q, K2021.050.0013
Linear TransformerNormalization scheme=Regular LayerNorm2021.050.0016
Softmax TransformerNormalization scheme=Regular LayerNorm2021.050.002
Galerkin TransformerNormalization scheme=Regular LayerNorm2021.050.0027
FNO1dScheduler=1cycle, Epochs=1002021.050.0042
FNO1dScheduler=Step, Epochs=5002021.050.0139