# Tabular Probabilistic Regression on CT Slices

Source: [Tabular Probabilistic Regression on CT Slices](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-ct-slices>)

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

Data updated: 2026-07-07T10:22:06.248Z

Evaluation of probabilistic regression models on the CT Slices dataset, utilizing metrics such as RMSE, Energy, and Pinball loss.

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 | Tabular Probabilistic Regression |
| Dataset (including any stated split) | CT Slices |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-ct-slices.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Energy](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-ct-slices.md?metric=Energy>): Lower is better; unit: SCALAR.

- [Pinball Loss](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-ct-slices.md?metric=Pinball%20Loss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| MoEMA | 1.544 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| StaticMA | 1.703 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| BestSingle | 1.776 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| SimpleAvg | 2.177 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| MoEMA | 3.121 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| BestSingle | 5.448 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| SimpleAvg | 9.301 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| StaticMA | 9.329 | Not recorded | 6a4c882e85dba69fef8b2b7d |

### MoEMA

RMSE: 1.544. Result ID: 6a4cd33a60b88bb339ca782a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### StaticMA

RMSE: 1.703. Result ID: 6a4cd33a60b88bb339ca7829.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### BestSingle

RMSE: 1.776. Result ID: 6a4cd33a60b88bb339ca7827.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### SimpleAvg

RMSE: 2.177. Result ID: 6a4cd33a60b88bb339ca7828.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### MoEMA

RMSE: 3.121. Result ID: 6a4cd33a60b88bb339ca782e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

### BestSingle

RMSE: 5.448. Result ID: 6a4cd33a60b88bb339ca782b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

### SimpleAvg

RMSE: 9.301. Result ID: 6a4cd33a60b88bb339ca782c.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

### StaticMA

RMSE: 9.329. Result ID: 6a4cd33a60b88bb339ca782d.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

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