Kernel State Reconstruction research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

epo Student-t noise (test)

kalman

0.332Full Test MSE

Feb 26, 2026

colorectal Student-t noise (test)

MAAT

0.001Full Test MSE

Feb 26, 2026

tumordrug Student-t noise (test)

MAAT

0.894Full Test MSE

Feb 26, 2026

tumor Student-t noise (test)

MAAT

0.119Full Test MSE

Feb 26, 2026

tmdd lite Student-t noise (test)

MAAT

0.003Full Test MSE

Feb 26, 2026

glucose Student-t noise (test)

neural ode

0.017Full Test MSE

Feb 26, 2026

diabetes Student-t noise (test)

neural ode

0.853Full Test MSE

Feb 26, 2026

diabetes Gaussian noise (test)

MAAT

10.43MSE

Feb 26, 2026

tumordrug Gaussian noise (test)

neural ode

27.435MSE

Feb 26, 2026

epo Gaussian noise (test)

cubic

10.12MSE

Feb 26, 2026

glucose Gaussian noise (test)

cubic

11.41MSE

Feb 26, 2026

tumor Gaussian noise (test)

neural ode

418,417MSE

Feb 26, 2026

tmdd_lite Gaussian noise (test)

351,343MSE

Feb 26, 2026

colorectal Gaussian noise (test)

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—Primary metric

Feb 26, 2026