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Papers Benchmarks Datasets Tasks

Rollout Prediction research benchmarks · SOTA2 Research

Rollout Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PDEBench rdb (test)

0.071nRMSE

28

Mar 20, 2026

PDEBench diff-sorp (test)

0.105nRMSE

28

Mar 20, 2026

Cahn-Hilliard 3D

0.039Relative L2 Error @ t=50

24

Jun 11, 2026

Swift-Hohenberg 3D (test)

0.055Rel. L2 Error @ t=50

24

Jun 11, 2026

Fermi-Pasta-Ulam-Tsingou

0.011Rollout MSE

12

Mar 9, 2026

Double Pendulum

1.13Rollout MSE

12

Mar 9, 2026

1.05Rollout MSE

12

Mar 9, 2026

Shear Flow (test)

0.003CRPS

9

Mar 4, 2026

0.028CRPS

9

Mar 4, 2026

Rayleigh Benard (test)

0.05CRPS

9

Mar 4, 2026

1D Burgers' equation (400-step rollout)

0.13RMSE

5

Mar 9, 2026

Cylinder Flow Re=400 (test)

ViT-SEA Transformer

0.35U Velocity

5

Feb 26, 2026

Navier-Stokes 64x64, ν=10⁻⁵ (test)

90Relative L2 Error (Step 1)

4

Jun 16, 2026

Advection-Diffusion-Reaction (val)

0.29Relative Rollout Error (T=0.4)

4

Apr 9, 2026

Popular datasets

PDEBench Double Pendulum Navier-Stokes Pendulum 1D Burgers' Equation

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