# Learning DAGs on Synthetic Larger DAGs v1 (test)

Source: [Learning DAGs on Synthetic Larger DAGs v1 (test)](<https://www.sota2.com/research/sota/learning-dags-on-synthetic-larger-dags-v1-test>)

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

Data updated: 2026-02-26T06:02:54.037Z

Evaluation of methods for Learning Directed Acyclic Graphs (DAGs) on the Synthetic Larger DAGs v1 dataset (test split), measured using Structural Hamming Distance (SHD).

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 | Learning DAGs |
| Dataset (including any stated split) | Synthetic Larger DAGs v1 (test) |
| Metric | SHD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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](<https://www.sota2.com/research/sota/learning-dags-on-synthetic-larger-dags-v1-test.md?metric=SHD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SHD | Result date | Report paper |
| --- | --- | --- | --- |
| SparseRC | 22 | Not recorded | 68fa73ac1e209131cea5dd5c |
| SparseRC | 26 | Not recorded | 68fa73ac1e209131cea5dd5c |
| SparseRC | 27 | Not recorded | 68fa73ac1e209131cea5dd5c |
| SparseRC | 50 | Not recorded | 68fa73ac1e209131cea5dd5c |
| SparseRC | 134 | Not recorded | 68fa73ac1e209131cea5dd5c |
| NOTEARS | 155 | Not recorded | 68fa73ac1e209131cea5dd5c |
| NOTEARS | 245 | Not recorded | 68fa73ac1e209131cea5dd5c |
| GOLEM | 281 | Not recorded | 68fa73ac1e209131cea5dd5c |
| NOTEARS | 282 | Not recorded | 68fa73ac1e209131cea5dd5c |
| NOTEARS | 489 | Not recorded | 68fa73ac1e209131cea5dd5c |
| GOLEM | 574 | Not recorded | 68fa73ac1e209131cea5dd5c |
| GOLEM | 699 | Not recorded | 68fa73ac1e209131cea5dd5c |

### SparseRC

SHD: 22. Result ID: 699307c03a6c314849132f39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Implementation](<https://github.com/pmisiakos/SparseRC>)

Recorded evaluation configuration: {"Nodes (d)":"200","Samples (n)":"500"}. This record does not assert independent reproduction.

### SparseRC

SHD: 26. Result ID: 699307c03a6c314849132f3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Implementation](<https://github.com/pmisiakos/SparseRC>)

Recorded evaluation configuration: {"Nodes (d)":"1000","Samples (n)":"5000"}. This record does not assert independent reproduction.

### SparseRC

SHD: 27. Result ID: 699307c03a6c314849132f3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Implementation](<https://github.com/pmisiakos/SparseRC>)

Recorded evaluation configuration: {"Nodes (d)":"500","Samples (n)":"1000"}. This record does not assert independent reproduction.

### SparseRC

SHD: 50. Result ID: 699307c03a6c314849132f42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Implementation](<https://github.com/pmisiakos/SparseRC>)

Recorded evaluation configuration: {"Nodes (d)":"2000","Samples (n)":"10000"}. This record does not assert independent reproduction.

### SparseRC

SHD: 134. Result ID: 699307c03a6c314849132f44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Implementation](<https://github.com/pmisiakos/SparseRC>)

Recorded evaluation configuration: {"Nodes (d)":"3000","Samples (n)":"10000"}. This record does not assert independent reproduction.

### NOTEARS

SHD: 155. Result ID: 699307c03a6c314849132f3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65041e209131cea07e92.md>)

Recorded evaluation configuration: {"Nodes (d)":"200","Samples (n)":"500"}. This record does not assert independent reproduction.

### NOTEARS

SHD: 245. Result ID: 699307c03a6c314849132f3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65041e209131cea07e92.md>)

Recorded evaluation configuration: {"Nodes (d)":"500","Samples (n)":"1000"}. This record does not assert independent reproduction.

### GOLEM

SHD: 281. Result ID: 699307c03a6c314849132f3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fba9.md>)

Recorded evaluation configuration: {"Nodes (d)":"200","Samples (n)":"500"}. This record does not assert independent reproduction.

### NOTEARS

SHD: 282. Result ID: 699307c03a6c314849132f40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65041e209131cea07e92.md>)

Recorded evaluation configuration: {"Nodes (d)":"1000","Samples (n)":"5000"}. This record does not assert independent reproduction.

### NOTEARS

SHD: 489. Result ID: 699307c03a6c314849132f43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65041e209131cea07e92.md>)

Recorded evaluation configuration: {"Nodes (d)":"2000","Samples (n)":"10000"}. This record does not assert independent reproduction.

### GOLEM

SHD: 574. Result ID: 699307c03a6c314849132f3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fba9.md>)

Recorded evaluation configuration: {"Nodes (d)":"500","Samples (n)":"1000"}. This record does not assert independent reproduction.

### GOLEM

SHD: 699. Result ID: 699307c03a6c314849132f41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ac1e209131cea5dd5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fba9.md>)

Recorded evaluation configuration: {"Nodes (d)":"1000","Samples (n)":"5000"}. This record does not assert independent reproduction.

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