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Autoregressive PDE rollout on Navier-Stokes cylinder wake (T = 6.75)

0.0276Relative Error (ux)AE-ViT
0.0113840.1208420.23030.339758Apr 7, 2026

Evaluation results

MethodLinks
AE-ViTone-step prediction=true2026.040.02760.12710.1861
AE + 1D transformerone-step prediction=true2026.040.13910.71661.3438
DL-ROMone-step prediction=false2026.040.41471.37063.3751
ViTone-step prediction=true2026.040.4331.02221.8081