# Causal Discovery on Polynomial DAG d=10 synthetic

Source: [Causal Discovery on Polynomial DAG d=10 synthetic](<https://www.sota2.com/research/sota/causal-discovery-on-polynomial-dag-d-10-synthetic>)

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

Data updated: 2026-02-26T06:02:54.620Z

Evaluation of Causal Discovery methods on the synthetic Polynomial DAG dataset with dimension 10, measured using Structural Hamming Distance (SHD) metrics.

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 | Causal Discovery |
| Dataset (including any stated split) | Polynomial DAG d=10 synthetic |
| Metric | SHD (D) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [SHD (D)](<https://www.sota2.com/research/sota/causal-discovery-on-polynomial-dag-d-10-synthetic.md?metric=SHD%20(D)>): Lower is better; unit: SCALAR.

- [SHD](<https://www.sota2.com/research/sota/causal-discovery-on-polynomial-dag-d-10-synthetic.md?metric=SHD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SHD (D) | Result date | Report paper |
| --- | --- | --- | --- |
| MDMA | 17.9 | Not recorded | 68fa6a1d1e209131cea26014 |
| Gaussian | 19.8 | Not recorded | 68fa6a1d1e209131cea26014 |

### MDMA

SHD (D): 17.9. Result ID: 698e0ec4ffc3901de09a7810.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea26014.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea26014.md>)

[Implementation](<https://github.com/dargilboa/mdma>)

Recorded evaluation configuration: {"CI test":"MDMA-based","Algorithm":"PC"}. This record does not assert independent reproduction.

### Gaussian

SHD (D): 19.8. Result ID: 698e0ec4ffc3901de09a780f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea26014.md>)

Recorded evaluation configuration: {"CI test":"Gaussian","Algorithm":"PC"}. This record does not assert independent reproduction.

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