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Next step prediction research benchmarks · SOTA2 Research

Next step prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Turbulence Gravity Cooling (test)

0.103VRMSE

19

Mar 6, 2026

Supernova Explosion (test)

0.267VRMSE

19

Mar 6, 2026

Rayleigh-Bénard (test)

0.025VRMSE

19

Mar 6, 2026

Active Matter (test)

0.017VRMSE

19

Mar 6, 2026

Turbulent Radiative Layer 2D (test)

0.133VRMSE

19

Mar 6, 2026

Shear Flow (test)

0.005VRMSE

19

Mar 6, 2026

Gardening domain (test)

18.4BLEU-1

11

Feb 26, 2026

Crafts domain (test)

21.3BLEU-1

11

Feb 26, 2026

Synthetic HMM Undercomplete case, N=4000

1.368Validation Loss

7

Apr 27, 2026

Synthetic HMM Overcomplete case N=1000

0.737Validation Loss

6

Apr 27, 2026

0.15Diffusion-Reaction Error

4

Mar 6, 2026

14.54Acoustic Scattering Maze Score

4

Mar 6, 2026

Popular datasets

Synthetic HMM PDEBench Crafts domain Gardening domain Active Matter

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