# Censored Quantile Regression on Weibull (test)

Source: [Censored Quantile Regression on Weibull (test)](<https://www.sota2.com/research/sota/censored-quantile-regression-on-weibull-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:51:15.893Z

Evaluation of model performance on the test split of the Weibull dataset for Censored Quantile Regression, using metrics like MSE to true quantile and Concordance Index.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Censored Quantile Regression |
| Dataset (including any stated split) | Weibull (test) |
| Metric | MSE (Quantile) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [MSE (Quantile)](<https://www.sota2.com/research/sota/censored-quantile-regression-on-weibull-test.md?metric=MSE%20(Quantile)>): Lower is better; unit: SCALAR.

- [Quantile Loss (Uncensored)](<https://www.sota2.com/research/sota/censored-quantile-regression-on-weibull-test.md?metric=Quantile%20Loss%20(Uncensored)>): Lower is better; unit: SCALAR.

- [D-Calibration (Uncensored)](<https://www.sota2.com/research/sota/censored-quantile-regression-on-weibull-test.md?metric=D-Calibration%20(Uncensored)>): Higher is better; unit: SCALAR.

- [Concordance Index (C-Index)](<https://www.sota2.com/research/sota/censored-quantile-regression-on-weibull-test.md?metric=Concordance%20Index%20(C-Index)>): Higher is better; unit: SCALAR.

- [D-Calibration (Censored)](<https://www.sota2.com/research/sota/censored-quantile-regression-on-weibull-test.md?metric=D-Calibration%20(Censored)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MSE (Quantile) | Result date | Report paper |
| --- | --- | --- | --- |
| CQRNN | 0.255 | Not recorded | 68fa6e7e1e209131cea404b6 |
| Sequential grid | 0.261 | Not recorded | 68fa6e7e1e209131cea404b6 |
| DeepQuantReg | 1.116 | Not recorded | 68fa6e7e1e209131cea404b6 |
| LogNorm MLE | 1.586 | Not recorded | 68fa6e7e1e209131cea404b6 |
| Excl. censor | 2.468 | Not recorded | 68fa6e7e1e209131cea404b6 |

### CQRNN

MSE (Quantile): 0.255. Result ID: 699026363a6c314849fe74f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404b6.md>)

[Implementation](<https://github.com/TeaPearce/Censored_Quantile_Regression_NN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Sequential grid

MSE (Quantile): 0.261. Result ID: 699026363a6c314849fe74f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404b6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeepQuantReg

MSE (Quantile): 1.116. Result ID: 699026363a6c314849fe74f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c35.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LogNorm MLE

MSE (Quantile): 1.586. Result ID: 699026363a6c314849fe74f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f11e209131cea0d41a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Excl. censor

MSE (Quantile): 2.468. Result ID: 699026363a6c314849fe74f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404b6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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