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Papers Benchmarks Datasets Tasks

Forward prediction research benchmarks · SOTA2 Research

Forward prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Navier-Stokes 20 frames (In-distribution)

0.002L2 Relative Error

13

Jun 26, 2026

Materials Discovery (In-Domain)

51.2Overall Score

8

Jun 23, 2026

1.71Relative L1 Error

8

May 7, 2026

Poisson problem Cross-equation

0.042L2 Relative Error

7

Jun 26, 2026

Poisson problem Extrapolation

0.036L2 Relative Error

7

Jun 26, 2026

Poisson problem In-distribution

0.363L2 Relative Error

7

Jun 26, 2026

Navier-Stokes 20 frames Forcing-shift

0.005L2 Relative Error

7

Jun 26, 2026

Navier-Stokes 20 frames (Viscosity-shift)

3.05L2 Relative Error

7

Jun 26, 2026

Helmholtz Cross-equation (test)

0.087L2 Relative Error

7

Jun 26, 2026

Helmholtz Wavenumber-shift (test)

2.59L2 Relative Error

7

Jun 26, 2026

Helmholtz In-distribution (test)

0.003L2 Relative Error

7

Jun 26, 2026

Materials Discovery Out-of-Domain

51.3Overall Score

7

Jun 23, 2026

0.001Relative L1 Error

7

May 7, 2026

Chemical Domain mol2mol

68.5Accuracy

7

Feb 26, 2026

Poisson problem Super-resolution

0.018L2 Relative Error

6

Jun 26, 2026

Darcy flow Super-resolution (test)

0.701L2 Relative Error

6

Jun 26, 2026

Darcy flow Extrapolation (test)

0.813L2 Relative Error

6

Jun 26, 2026

Darcy flow In-distribution (test)

0.108L2 Relative Error

6

Jun 26, 2026

Helmholtz Super-resolution (test)

1.82L2 Relative Error

6

Jun 26, 2026

Kolmogorov flow 40 frames Super-resolution (test)

0.02L2 Relative Error

6

Jun 26, 2026

Kolmogorov flow 40 frames Forcing-shift (test)

0.021L2 Relative Error

6

Jun 26, 2026

Kolmogorov flow 40 frames Viscosity-shift (test)

0.034L2 Relative Error

6

Jun 26, 2026

Kolmogorov flow 40 frames In-distribution (test)

0.808L2 Relative Error

6

Jun 26, 2026

94.1Top-1 Accuracy

6

Mar 4, 2026

0.166Relative L1 Error

5

May 7, 2026

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Helmholtz Kolmogorov flow Poisson problem Darcy Flow Navier-Stokes

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