# Censored Quantile Regression on Exponential (test)

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

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

Data updated: 2026-02-26T05:51:16.981Z

Evaluation of model performance on the test split of the Exponential dataset specifically for Censored Quantile Regression, 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) | Exponential (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-exponential-test.md?metric=MSE%20to%20true%20quantile>): Lower is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | MSE to true quantile | Result date | Report paper |
| --- | --- | --- | --- |
| CQRNN | 1.298 | Not recorded | 68fa6e7e1e209131cea404b6 |
| Sequential grid | 1.702 | Not recorded | 68fa6e7e1e209131cea404b6 |
| Excl. censor | 11.03 | Not recorded | 68fa6e7e1e209131cea404b6 |
| LogNorm MLE | 17.825 | Not recorded | 68fa6e7e1e209131cea404b6 |
| DeepQuantReg | 20.046 | Not recorded | 68fa6e7e1e209131cea404b6 |

### CQRNN

MSE to true quantile: 1.298. Result ID: 699026363a6c314849fe74ef.

[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 to true quantile: 1.702. Result ID: 699026363a6c314849fe74f0.

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

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

### Excl. censor

MSE to true quantile: 11.03. Result ID: 699026363a6c314849fe74f1.

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

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

### LogNorm MLE

MSE to true quantile: 17.825. Result ID: 699026363a6c314849fe74f3.

[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.

### DeepQuantReg

MSE to true quantile: 20.046. Result ID: 699026363a6c314849fe74f2.

[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.

Page 1 of 1. This is an index page, not the full collection.
