# Bivariate Causal Discovery on Tübingen Source: [Bivariate Causal Discovery on Tübingen]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:48.351Z Evaluation of Bivariate Causal Discovery methods on the Tübingen dataset, measured using LxCIM, Accuracy, AUROC, and AUDRC. 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 | Bivariate Causal Discovery | | Dataset (including any stated split) | Tübingen | | Metric | LxCIM (%) | | Unit | PERCENT | | 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 - [LxCIM (%)](): Higher is better; unit: PERCENT. - [Accuracy (%)](): Higher is better; unit: PERCENT. - [AUROC (%)](): Higher is better; unit: PERCENT. - [AUDRC (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | LxCIM (%) | Result date | Report paper | | --- | --- | --- | --- | | SLOPE | 81.1 | Not recorded | 693ba1906cfd488761a552a1 | | SLOPPY | 79.4 | Not recorded | 693ba1906cfd488761a552a1 | | RECI | 76.1 | Not recorded | 693ba1906cfd488761a552a1 | | HECI | 74.1 | Not recorded | 693ba1906cfd488761a552a1 | | bQCD | 71.1 | Not recorded | 693ba1906cfd488761a552a1 | | IGCI | 70 | Not recorded | 693ba1906cfd488761a552a1 | | NNCL | 63.6 | Not recorded | 693ba1906cfd488761a552a1 | | CGNN | 62.8 | Not recorded | 693ba1906cfd488761a552a1 | | LCUBE | 62.4 | Not recorded | 693ba1906cfd488761a552a1 | | ANM | 61.7 | Not recorded | 693ba1906cfd488761a552a1 | | CDS | 60.2 | Not recorded | 693ba1906cfd488761a552a1 | | CDCI | 59.4 | Not recorded | 693ba1906cfd488761a552a1 | | LOCI | 59.4 | Not recorded | 693ba1906cfd488761a552a1 | | ROCHE | 56.7 | Not recorded | 693ba1906cfd488761a552a1 | | FOM | 46.1 | Not recorded | 693ba1906cfd488761a552a1 | | CAM | 45.7 | Not recorded | 693ba1906cfd488761a552a1 | ### SLOPE LxCIM (%): 81.1. Result ID: 699a369f5698665ec4bcbb1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLOPPY LxCIM (%): 79.4. Result ID: 699a369f5698665ec4bcbb1c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RECI LxCIM (%): 76.1. Result ID: 699a369f5698665ec4bcbb19. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HECI LxCIM (%): 74.1. Result ID: 699a369f5698665ec4bcbb14. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### bQCD LxCIM (%): 71.1. Result ID: 699a369f5698665ec4bcbb0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IGCI LxCIM (%): 70. Result ID: 699a369f5698665ec4bcbb15. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NNCL LxCIM (%): 63.6. Result ID: 699a369f5698665ec4bcbb18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CGNN LxCIM (%): 62.8. Result ID: 699a369f5698665ec4bcbb12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameters":"Adapted to ensure no example took longer than 30 seconds to score"}. This record does not assert independent reproduction. ### LCUBE LxCIM (%): 62.4. Result ID: 699a369f5698665ec4bcbb16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANM LxCIM (%): 61.7. Result ID: 699a369f5698665ec4bcbb0d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDS LxCIM (%): 60.2. Result ID: 699a369f5698665ec4bcbb11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDCI LxCIM (%): 59.4. Result ID: 699a369f5698665ec4bcbb10. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOCI LxCIM (%): 59.4. Result ID: 699a369f5698665ec4bcbb17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ROCHE LxCIM (%): 56.7. Result ID: 699a369f5698665ec4bcbb1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FOM LxCIM (%): 46.1. Result ID: 699a369f5698665ec4bcbb13. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAM LxCIM (%): 45.7. Result ID: 699a369f5698665ec4bcbb0f. [Reporting paper]() [Method origin 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.