Lorenz-96
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Lorenz-96 arctan observation operator
0.189RMSE
48
Lorenz-96 quadratic capped observation operator (test)
0.201RMSE
48
Lorenz-96
0.03MSE
28
Lorenz-96 Arctangent Observation Operator
0.287RMSE
24
Lorenz-96 D=40, T=1000
100AUROC
24
Lorenz 96 mu5 (out-of-sample)
7.92OOS Drift Error (E_20^mu)
20
Lorenz-96 N=40 (test)
0.183RMSE h=4
17
Lorenz-96 with noisy observations (sigma = 0.1)
89.4F1 Score
12
Lorenz-96 Delta t = 0.2
0.153Relative RMSE
11
Lorenz-96 Delta t = 0.1
0.143Relative RMSE
11
Lorenz-96 200 samples (test)
0.36CRPS Component F
11
Single-scale Lorenz-96 (test)
0.163RMSE
10
Lorenz-96 20d
1.59Dstsp
8
Lorenz-96 N=40
1,256.43Local/Nonlocal Ratio
7
Lorenz-96
1.46VPT (0% noise)
5
Lorenz-96 20D (OOD)
3.236RMSE
4
Lorenz-96 20D (ID)
2.625RMSE
4
Lorenz-96 (L96) single-trajectory
2.336LLE
4
Lorenz-96 20D (Out-of-Distribution)
1.764RMSE
3
Lorenz-96 20D (In-Distribution)
1.33RMSE
3
Lorenz-96 chaotic ODE (test)
—Primary metric
0