List your company
ResearchFormerly WizWand

Operator Learning on viscous Burgers' equation n=2048

0.0011Relative ErrorFourier Transformer
0.0005840.0042230.0078620.0115May 31, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Fourier TransformerNormalization scheme=Galerkin-type LayerNorm on Q, K2021.050.0011
Linear TransformerNormalization scheme=Galerkin-type LayerNorm on K, V2021.050.0011
Galerkin TransformerNormalization scheme=Galerkin-type LayerNorm on K, V2021.050.0012
Softmax TransformerNormalization scheme=Galerkin-type LayerNorm on Q, K2021.050.0013
Fourier TransformerNormalization scheme=Regular LayerNorm2021.050.0015
Galerkin TransformerNormalization scheme=Regular LayerNorm2021.050.0015
Linear TransformerNormalization scheme=Regular LayerNorm2021.050.0018
Softmax TransformerNormalization scheme=Regular LayerNorm2021.050.0023
FNO1dScheduler=1cycle, Epochs=1002021.050.0041
FNO1dScheduler=Step, Epochs=5002021.050.0146