# Granger Causal Discovery on VAR (40,1000,20)

Source: [Granger Causal Discovery on VAR (40,1000,20)](<https://www.sota2.com/research/sota/granger-causal-discovery-on-var-40-1000-20>)

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

Data updated: 2026-06-12T07:34:50.456Z

Evaluation of Granger Causal Discovery methods on the VAR dataset configured with parameters (40, 1000, 20), measured using AUROC, AUPRC, F1, and 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 | Granger Causal Discovery |
| Dataset (including any stated split) | VAR (40,1000,20) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher 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

- [AUROC](<https://www.sota2.com/research/sota/granger-causal-discovery-on-var-40-1000-20.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPRC](<https://www.sota2.com/research/sota/granger-causal-discovery-on-var-40-1000-20.md?metric=AUPRC>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/granger-causal-discovery-on-var-40-1000-20.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [SHD](<https://www.sota2.com/research/sota/granger-causal-discovery-on-var-40-1000-20.md?metric=SHD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| CausalMoE | 95.3 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| JRNGC | 92.2 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| CUTS | 83.2 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| KANGCI | 78.5 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| CR-VAE | 78.3 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| NGC | 65.1 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| GC | 59.3 | Not recorded | 6a2b92bfd33dfb23e783b1cb |
| PCMCI | 57.2 | Not recorded | 6a2b92bfd33dfb23e783b1cb |

### CausalMoE

AUROC: 95.3. Result ID: 6a2bb68ffbc373592c29c764.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

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

### JRNGC

AUROC: 92.2. Result ID: 6a2bb68ffbc373592c29c763.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73351e209131cea5b2bf.md>)

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

### CUTS

AUROC: 83.2. Result ID: 6a2bb68ffbc373592c29c761.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea4077b.md>)

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

### KANGCI

AUROC: 78.5. Result ID: 6a2bb68ffbc373592c29c762.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d01e209131cea6f3bc.md>)

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

### CR-VAE

AUROC: 78.3. Result ID: 6a2bb68ffbc373592c29c760.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e631e209131cea3f9b9.md>)

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

### NGC

AUROC: 65.1. Result ID: 6a2bb68ffbc373592c29c75f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7e1c1e209131cea9558d.md>)

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

### GC

AUROC: 59.3. Result ID: 6a2bb68ffbc373592c29c75d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.md>)

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

### PCMCI

AUROC: 57.2. Result ID: 6a2bb68ffbc373592c29c75e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92bfd33dfb23e783b1cb.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.