List your company
ResearchFormerly WizWand

State Reconstruction on 12 different tasks Correlated Gaussian noise

0.0114Geometric Mean State MSEMAAT
-0.2141441.3082782.83074.353122Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MAATDownstream Symbolic Regression=SINDy2026.010.0114
MAATDownstream Symbolic Regression=PySR2026.010.0141
Gaussian Process (RBF)Downstream Symbolic Regression=PySR2026.010.0186
PINNDownstream Symbolic Regression=PySR2026.010.0247
Gaussian Process (RBF)Downstream Symbolic Regression=SINDy2026.010.0256
PINNDownstream Symbolic Regression=SINDy2026.010.0355
Kalman filter / RTSDownstream Symbolic Regression=PySR2026.010.0852
Kalman filter / RTSDownstream Symbolic Regression=SINDy2026.010.0883
Savitzky–GolayDownstream Symbolic Regression=SINDy2026.010.119
TVRegDiffDownstream Symbolic Regression=SINDy2026.010.119
TVRegDiffDownstream Symbolic Regression=PySR2026.010.121
Savitzky–GolayDownstream Symbolic Regression=PySR2026.010.127
Linear interpolationDownstream Symbolic Regression=SINDy2026.010.212
Linear interpolationDownstream Symbolic Regression=PySR2026.010.222
RBF interpolationDownstream Symbolic Regression=SINDy2026.010.328
RBF interpolationDownstream Symbolic Regression=PySR2026.010.4
Cubic splineDownstream Symbolic Regression=SINDy2026.010.42
Cubic splineDownstream Symbolic Regression=PySR2026.010.465
Neural ODEDownstream Symbolic Regression=SINDy2026.010.837
Neural ODEDownstream Symbolic Regression=PySR2026.015.65