Lorenz

Benchmarks

Task Name	Dataset Name	SOTA Result
Filtering	Lorenz–63	Average EW25.744	18
Filtering	Lorenz-96 10-dimensional	RMSE0.592	18
Time Series Forecasting	Lorenz Base	MSE1.34	17
Probabilistic Time Series Forecasting	Lorenz-Base H=192	CRPS0.823	10
Probabilistic Time Series Forecasting	Lorenz-Base H=64	CRPS0.295	10
Equation Discovery	Lorenz 96 Noise Levels: 0%, 1%, 10% (large) ODE	Mp1	8
Chaotic system forecasting	Lorenz-63	VPT (0% noise)1.2	6
Time-series forecasting	Lorenz	Coverage@90%91	5
Time Series Forecasting	Lorenz	MSE21.82	4
Conservation-law discovery	lorenz (test)	F1 Score0	4
Vector Quantization	Lorenz	Act (%)99	4
Synthetic Dynamical System Modeling	Lorenz	Dynamics MSE0.141	4
Dynamics Modeling	Lorenz LO 1 single densely observed trajectory	Log Likelihood-0.57	3
Online adaptation recovery	Lorenz chaotic	Recovery Rate113	2
Learning Dynamical Systems	Lorenz	Relative L2 Error0.0453	2
Probabilistic Forecasting	Lorenz dataset (test)	RMSE2.91	2
Modeling Dynamical Systems	Lorenz '63	Metric-	0
Trajectory Prediction	Lorenz LO 125 (test)	Metric-	0

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