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L96

Benchmarks

Task NameDataset NameSOTA ResultTrend
Autoregressive Rollout ForecastingL96 (test)
RMSE0.0037
15
Statistical Emulation of Chaotic SystemsL96 single-traj Clean (sigma = 0.0)
L1 Histogram Distance0.077
9
Climatological ConsistencyL96
Hellinger Distance0.0311
6
Statistical Emulation of Chaotic SystemsL96 multi-traj (Clean (sigma = 0.0))
L1 Histogram Distance0.055
5
Statistical Emulation of Chaotic SystemsL96 multi-traj Noisy (sigma = 0.3)
L1 Histogram Distance0.149
5
Statistical Emulation of Chaotic SystemsL96 single-traj (Noisy (sigma = 0.3))
L1 Histogram Distance0.151
4
Long-horizon forecastingL96 (test)
Delta RMSE (%)27
3
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