# Constraint problem outflow prediction on Constraint problem domain size 15x15x15

Source: [Constraint problem outflow prediction on Constraint problem domain size 15x15x15](<https://www.sota2.com/research/sota/constraint-problem-outflow-prediction-on-constraint-problem-domain-size-15x15x15>)

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

Data updated: 2026-04-06T06:34:54.282Z

Evaluation of models predicting outflow behavior within the Constraint problem domain of size 15x15x15, measured using Normalized Root Mean Square Error (NRMSE).

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 | Constraint problem outflow prediction |
| Dataset (including any stated split) | Constraint problem domain size 15x15x15 |
| Metric | NRMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [NRMSE](<https://www.sota2.com/research/sota/constraint-problem-outflow-prediction-on-constraint-problem-domain-size-15x15x15.md?metric=NRMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NRMSE | Result date | Report paper |
| --- | --- | --- | --- |
| Surrogate A | 0.01323 | Not recorded | 69d33e0b7d0172140ec736ac |
| Surrogate B | 0.06235 | Not recorded | 69d33e0b7d0172140ec736ac |
| Surrogate C | 0.06419 | Not recorded | 69d33e0b7d0172140ec736ac |

### Surrogate A

NRMSE: 0.01323. Result ID: 69d3538447f34ce924ba940f.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736ac.md>)

Recorded evaluation configuration: {"Kf/Km":"1 × 10^3"}. This record does not assert independent reproduction.

### Surrogate B

NRMSE: 0.06235. Result ID: 69d3538447f34ce924ba9410.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736ac.md>)

Recorded evaluation configuration: {"Kf/Km":"1 × 10^5"}. This record does not assert independent reproduction.

### Surrogate C

NRMSE: 0.06419. Result ID: 69d3538447f34ce924ba9411.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736ac.md>)

Recorded evaluation configuration: {"Kf/Km":"1 × 10^7"}. This record does not assert independent reproduction.

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