# Granger Causal Discovery on VAR (20,500,20) Source: [Granger Causal Discovery on VAR (20,500,20)]() Collection index: [llms.txt]() Data updated: 2026-06-12T07:34:50.430Z Evaluation of Granger Causal Discovery methods on the VAR dataset configured with parameters (20, 500, 20), reporting structural and predictive metrics like 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 (20,500,20) | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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](): Higher is better; unit: SCALAR. - [AUPRC](): Higher is better; unit: SCALAR. - [F1](): Higher is better; unit: SCALAR. - [SHD](): Lower is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | CausalMoE | 0.976 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | CausalMoE | 0.95 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | JRNGC | 0.933 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | JRNGC | 0.899 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | CR-VAE | 0.857 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | CUTS | 0.844 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | KANGCI | 0.826 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | CR-VAE | 0.824 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | CUTS | 0.815 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | KANGCI | 0.777 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | NGC | 0.692 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | NGC | 0.653 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | PCMCI | 0.596 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | GC | 0.572 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | PCMCI | 0.572 | Not recorded | 6a2b92bfd33dfb23e783b1cb | | GC | 0.544 | Not recorded | 6a2b92bfd33dfb23e783b1cb | ### CausalMoE AUROC: 0.976. Result ID: 6a2bb68ffbc373592c29c75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CausalMoE AUROC: 0.95. Result ID: 6a2bb68ffbc373592c29c774. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JRNGC AUROC: 0.933. Result ID: 6a2bb68ffbc373592c29c75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JRNGC AUROC: 0.899. Result ID: 6a2bb68ffbc373592c29c773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CR-VAE AUROC: 0.857. Result ID: 6a2bb68ffbc373592c29c770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CUTS AUROC: 0.844. Result ID: 6a2bb68ffbc373592c29c759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KANGCI AUROC: 0.826. Result ID: 6a2bb68ffbc373592c29c75a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CR-VAE AUROC: 0.824. Result ID: 6a2bb68ffbc373592c29c758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CUTS AUROC: 0.815. Result ID: 6a2bb68ffbc373592c29c771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KANGCI AUROC: 0.777. Result ID: 6a2bb68ffbc373592c29c772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NGC AUROC: 0.692. Result ID: 6a2bb68ffbc373592c29c757. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NGC AUROC: 0.653. Result ID: 6a2bb68ffbc373592c29c76f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCMCI AUROC: 0.596. Result ID: 6a2bb68ffbc373592c29c756. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GC AUROC: 0.572. Result ID: 6a2bb68ffbc373592c29c755. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCMCI AUROC: 0.572. Result ID: 6a2bb68ffbc373592c29c76e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GC AUROC: 0.544. Result ID: 6a2bb68ffbc373592c29c76d. [Reporting paper]() 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.