Censored Quantile Regression research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

LogNorm same (test)

LogNorm MLE

0.067MSE to True Quantile

Feb 26, 2026

LogNorm light (test)

LogNorm MLE

0.432MSE

Feb 26, 2026

LogNorm med. (test)

LogNorm MLE

0.907MSE

Feb 26, 2026

LogNorm heavy (test)

LogNorm MLE

1.17MSE

Feb 26, 2026

Norm same (test)

CQRNN

0.094MSE to True Quantile

Feb 26, 2026

Norm light (test)

CQRNN

0.079MSE (Quantile)

Feb 26, 2026

Norm med. (test)

CQRNN

0.11MSE

Feb 26, 2026

Norm heavy (test)

CQRNN

0.579MSE

Feb 26, 2026

Norm uniform (test)

Sequential grid

0.188MSE to True Quantile

Feb 26, 2026

LogNorm (test)

LogNorm MLE

0.247MSE

Feb 26, 2026

Weibull (test)

CQRNN

0.255MSE (Quantile)

Feb 26, 2026

Exponential (test)

CQRNN

1.298MSE to true quantile

Feb 26, 2026

Norm non-lin (test)

Sequential grid

0.027MSE to True Quantile

Feb 26, 2026

Norm linear (test)

CQRNN

0.088MSE (Quantile)

Feb 26, 2026