# Censored Quantile Regression on Norm uniform (test)

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

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

Data updated: 2026-02-26T05:51:16.938Z

Evaluation of Censored Quantile Regression performance on the test split of the Norm uniform dataset, utilizing metrics such as 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) | Norm uniform (test) |
| Metric | MSE to True 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 to True Quantile](<https://www.sota2.com/research/sota/censored-quantile-regression-on-norm-uniform-test.md?metric=MSE%20to%20True%20Quantile>): Lower is better; unit: SCALAR.

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

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

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

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

## Recorded results

| Method | MSE to True Quantile | Result date | Report paper |
| --- | --- | --- | --- |
| Sequential grid | 0.188 | Not recorded | 68fa6e7e1e209131cea404b6 |
| CQRNN | 0.388 | Not recorded | 68fa6e7e1e209131cea404b6 |
| Excl. censor | 1.088 | Not recorded | 68fa6e7e1e209131cea404b6 |
| DeepQuantReg | 2.591 | Not recorded | 68fa6e7e1e209131cea404b6 |
| LogNorm MLE | 939.992 | Not recorded | 68fa6e7e1e209131cea404b6 |

### Sequential grid

MSE to True Quantile: 0.188. Result ID: 699026363a6c314849fe74ff.

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

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

### CQRNN

MSE to True Quantile: 0.388. Result ID: 699026363a6c314849fe74fe.

[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.

### Excl. censor

MSE to True Quantile: 1.088. Result ID: 699026363a6c314849fe7500.

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

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

### DeepQuantReg

MSE to True Quantile: 2.591. Result ID: 699026363a6c314849fe7501.

[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 to True Quantile: 939.992. Result ID: 699026363a6c314849fe7502.

[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.

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