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Papers Benchmarks Datasets Tasks

Statistical Emulation of Chaotic Systems research benchmarks · SOTA2 Research

Statistical Emulation of Chaotic Systems

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

KS single-traj (Noisy (sigma = 0.3))

WGAN (1D-Conv) (ours)

0.259L1 Histogram Distance

9

Apr 24, 2026

L96 single-traj Clean (sigma = 0.0)

0.077L1 Histogram Distance

9

Apr 24, 2026

L96 multi-traj (Clean (sigma = 0.0))

0.055L1 Histogram Distance

5

Apr 24, 2026

L96 multi-traj Noisy (sigma = 0.3)

0.149L1 Histogram Distance

5

Apr 24, 2026

Kolmogorov Flow single-traj Clean (sigma = 0.0)

Sinkhorn (2D-Conv) (ours)

0.178L1 Histogram Distance

4

Apr 24, 2026

L96 single-traj (Noisy (sigma = 0.3))

0.151L1 Histogram Distance

4

Apr 24, 2026

Popular datasets

L96 KS Kolmogorov flow

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