# Root Cause Analysis on Linear-SCM graphs n=400 synthetic (test) Source: [Root Cause Analysis on Linear-SCM graphs n=400 synthetic (test)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:41:14.678Z Evaluation of Root Cause Analysis methods on synthetic Linear SCM graphs with 400 nodes (n=400), measured using Precision@5, Recall@5, and execution time. 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 | Root Cause Analysis | | Dataset (including any stated split) | Linear-SCM graphs n=400 synthetic (test) | | Metric | Precision@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Precision@5](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [Time](): Lower is better; unit: TIME. ## Recorded results | Method | Precision@5 | Result date | Report paper | | --- | --- | --- | --- | | StableRCA | 100 | Not recorded | 6a22589786173ad9c1468b28 | | Score Ordering | 97 | Not recorded | 6a22589786173ad9c1468b28 | | Cholesky | 75 | Not recorded | 6a22589786173ad9c1468b28 | | RCD | 75 | Not recorded | 6a22589786173ad9c1468b28 | | RCG-0 | 34 | Not recorded | 6a22589786173ad9c1468b28 | | CIRCA | 18 | Not recorded | 6a22589786173ad9c1468b28 | | BARO | 13 | Not recorded | 6a22589786173ad9c1468b28 | | Smooth Traversal | 0 | Not recorded | 6a22589786173ad9c1468b28 | | Traversal | 0 | Not recorded | 6a22589786173ad9c1468b28 | | Count. Attr. | 0 | Not recorded | 6a22589786173ad9c1468b28 | | ε-Diagnosis | 0 | Not recorded | 6a22589786173ad9c1468b28 | ### StableRCA Precision@5: 100. Result ID: 6a228ae2fbc373592c20a0e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### Score Ordering Precision@5: 97. Result ID: 6a228ae2fbc373592c20a0d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### Cholesky Precision@5: 75. Result ID: 6a228ae2fbc373592c20a0db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### RCD Precision@5: 75. Result ID: 6a228ae2fbc373592c20a0de. [Reporting paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### RCG-0 Precision@5: 34. Result ID: 6a228ae2fbc373592c20a0e1. [Reporting paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### CIRCA Precision@5: 18. Result ID: 6a228ae2fbc373592c20a0dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### BARO Precision@5: 13. Result ID: 6a228ae2fbc373592c20a0e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### Smooth Traversal Precision@5: 0. Result ID: 6a228ae2fbc373592c20a0d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### Traversal Precision@5: 0. Result ID: 6a228ae2fbc373592c20a0da. [Reporting paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### Count. Attr. Precision@5: 0. Result ID: 6a228ae2fbc373592c20a0dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. ### ε-Diagnosis Precision@5: 0. Result ID: 6a228ae2fbc373592c20a0df. [Reporting paper]() Recorded evaluation configuration: {"graph size":"400"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.