Forecasting on Lorenz-96 N=40 (test) benchmark leaderboard · SOTA2 Research

Forecasting on Lorenz-96 N=40 (test)

0.183RMSE h=4SINDy-poly2

Evaluation Results

Method	Links
SINDy-poly22026.06		0.183	0.967	0.359	0.874	1.546	-1.349
MF-Net2026.06		0.205	0.959	0.455	0.798	0.927	0.159
PatchTST2026.06		0.44	0.811	0.873	0.257	0.989	0.038
iTransformer2026.06		0.469	0.787	0.867	0.267	0.992	0.033
NeuralGranger-cMLP2026.06		0.558	0.697	0.779	0.409	1.007	0.005
ESN2026.06		0.665	0.57	0.899	0.213	1.022	-0.025
S-map2026.06		0.694	0.531	0.972	0.079	1.036	-0.054
ModernTCN2026.06		0.706	0.515	0.899	0.213	1.048	-0.078
LatentODE2026.06		0.735	0.475	0.951	0.118	1.105	-0.2
VAR-ridge2026.06		0.744	0.462	1.01	0.006	1.036	-0.054
LSTM2026.06		0.773	0.419	0.969	0.085	1.141	-0.278
NVAR2026.06		0.774	0.418	1.228	-0.47	1.895	-2.529
VanillaTransformer2026.06		0.781	0.407	0.933	0.151	1.026	-0.033
N-BEATS2026.06		0.847	0.302	0.913	0.188	1.021	-0.025
SINDy-poly32026.06		0.938	0.144	1.402	-0.915	1.452	-1.071
Persistence2026.06		0.938	0.144	1.402	-0.915	1.452	-1.071
Ridge-window2026.06		1.975	-2.792	2.636	-5.772	2.937	-7.471