# Time-Series Anomaly Detection on PSM (AUC-PR) Source: [Time-Series Anomaly Detection on PSM (AUC-PR)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.127Z Evaluation of Time-Series Anomaly Detection performance on the PSM dataset, reporting the Area Under the Precision-Recall Curve (AUC-PR). 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 | Time-Series Anomaly Detection | | Dataset (including any stated split) | PSM | | Metric | AUC-PR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [AUC-PR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-PR | Result date | Report paper | | --- | --- | --- | --- | | AutoEncoder | 29 | Not recorded | 69ca039f0636e5bf4afc9438 | | ARTA | 29 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 26 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 23 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 22 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 20 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 20 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 15 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 15 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 14 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 14 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 12 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 12 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 12 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 11 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 10 | Not recorded | 69ca039f0636e5bf4afc9438 | ### AutoEncoder AUC-PR: 29. Result ID: 69ca1f0447f34ce924b23339. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARTA AUC-PR: 29. Result ID: 69ca1f0447f34ce924b2334a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD AUC-PR: 26. Result ID: 69ca1f0447f34ce924b23331. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD AUC-PR: 23. Result ID: 69ca1f0447f34ce924b23335. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD AUC-PR: 22. Result ID: 69ca1f0447f34ce924b23340. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-PR: 20. Result ID: 69ca1f0447f34ce924b23332. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF AUC-PR: 20. Result ID: 69ca1f0447f34ce924b23336. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-PR: 18. Result ID: 69ca1f0447f34ce924b23337. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly AUC-PR: 18. Result ID: 69ca1f0447f34ce924b2333e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF AUC-PR: 18. Result ID: 69ca1f0447f34ce924b2333f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA AUC-PR: 18. Result ID: 69ca1f0447f34ce924b23346. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE AUC-PR: 18. Result ID: 69ca1f0447f34ce924b23349. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-PR: 17. Result ID: 69ca1f0447f34ce924b23330. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS AUC-PR: 17. Result ID: 69ca1f0447f34ce924b23338. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### USAD AUC-PR: 17. Result ID: 69ca1f0447f34ce924b23341. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD AUC-PR: 15. Result ID: 69ca1f0447f34ce924b23344. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-PR: 15. Result ID: 69ca1f0447f34ce924b23348. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Fine-Tuned"}. This record does not assert independent reproduction. ### LSTMAD AUC-PR: 14. Result ID: 69ca1f0447f34ce924b2333a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer AUC-PR: 14. Result ID: 69ca1f0447f34ce924b23342. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-PR: 13. Result ID: 69ca1f0447f34ce924b23334. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT AUC-PR: 13. Result ID: 69ca1f0447f34ce924b2333b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut AUC-PR: 13. Result ID: 69ca1f0447f34ce924b2333c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet AUC-PR: 12. Result ID: 69ca1f0447f34ce924b23343. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS AUC-PR: 12. Result ID: 69ca1f0447f34ce924b23345. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-PR: 12. Result ID: 69ca1f0447f34ce924b23347. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### KNN AUC-PR: 11. Result ID: 69ca1f0447f34ce924b23333. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA AUC-PR: 10. Result ID: 69ca1f0447f34ce924b2333d. [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.