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ResearchFormerly WizWand

Turbulent Radiative Layer

Benchmarks

TaskDatasetSOTA resultTrendResults

Next-step prediction

Turbulent Radiative Layer 2D (test)

0.133VRMSE

19

PDE System Rollout Forecasting

Turbulent Radiative Layer 2D

0.544VRMSE (Rollouts 01-32)

13

Turbulent Radiative Layer 2D

0.148Spectral Coherence RMSE

11

Spectral Coherence Estimation

Turbulent Radiative Layer 2D

0.129Low Frequency Spectral Coherence RMSE

11

Autoregressive Rollout

Turbulent Radiative Layer 2D

0.415CRPS (Rollout 01:32)

11

10-step rollout PDE surrogate modeling

Turbulent Radiative Layer 2D

0.37310-step Rollout Performance

8

10-step rollout prediction

Turbulent Radiative Layer 2D (TRL-2D)

0.373VRMSE

6

PDE Surrogate Modeling

Turbulent Radiative Layer 2D (test)

0.458VRMSE

5