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ResearchFormerly WizWand

State Reconstruction on 12 different tasks Isotropic Gaussian noise

0.0112Geometric Mean State Estimation MSEMAAT
-0.1779521.0988242.37563.652376Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MAATDownstream Symbolic Regression=SINDy2026.010.0112
MAATDownstream Symbolic Regression=PySR2026.010.0126
Gaussian Process (RBF)Downstream Symbolic Regression=PySR2026.010.0217
Gaussian Process (RBF)Downstream Symbolic Regression=SINDy2026.010.0252
PINNDownstream Symbolic Regression=PySR2026.010.0259
PINNDownstream Symbolic Regression=SINDy2026.010.0331
Kalman filter / RTSDownstream Symbolic Regression=PySR2026.010.0803
Kalman filter / RTSDownstream Symbolic Regression=SINDy2026.010.0854
Savitzky–GolayDownstream Symbolic Regression=SINDy2026.010.148
TVRegDiffDownstream Symbolic Regression=SINDy2026.010.148
TVRegDiffDownstream Symbolic Regression=PySR2026.010.159
Savitzky–GolayDownstream Symbolic Regression=PySR2026.010.16
Linear interpolationDownstream Symbolic Regression=SINDy2026.010.584
Linear interpolationDownstream Symbolic Regression=PySR2026.010.674
Neural ODEDownstream Symbolic Regression=SINDy2026.010.761
RBF interpolationDownstream Symbolic Regression=SINDy2026.011.21
RBF interpolationDownstream Symbolic Regression=PySR2026.011.39
Cubic splineDownstream Symbolic Regression=SINDy2026.011.79
Cubic splineDownstream Symbolic Regression=PySR2026.012.18
Neural ODEDownstream Symbolic Regression=PySR2026.014.74