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ResearchFormerly WizWand

10-step rollout prediction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Convolutional Stride Modulation (CSM)

0.038VRMSE

14

Mar 6, 2026

Active Matter (test)

CSM + Axial ViT

0.38410-step Rollout VRMSE

6

Mar 6, 2026

Rayleigh-Bénard (test)

CSM + Vanilla ViT

0.13710-step Rollout VRMSE

6

Mar 6, 2026

Turbulence Gravity Cooling (TGC)

Convolutional Kernel Modulation (CKM)

0.527VRMSE

6

Mar 6, 2026

Supernova Explosion

Convolutional Kernel Modulation (CKM)

1.14VRMSE

6

Mar 6, 2026

Rayleigh-Bénard

Convolutional Stride Modulation (CSM)

0.14VRMSE

6

Mar 6, 2026

Convolutional Kernel Modulation (CKM)

0.351VRMSE

6

Mar 6, 2026

Turbulent Radiative Layer 2D (TRL-2D)

Convolutional Stride Modulation (CSM)

0.373VRMSE

6

Mar 6, 2026