# Time-Series Anomaly Detection on PSM (AUC-ROC) Source: [Time-Series Anomaly Detection on PSM (AUC-ROC)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.576Z Evaluation of Time-Series Anomaly Detection performance on the PSM dataset, reporting the Area Under the Receiver Operating Characteristic Curve (AUC-ROC). 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-ROC | | 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-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | ARTA | 80 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 76 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 74 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 73 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 67 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 66 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 66 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 66 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 66 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 65 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 64 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 64 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 64 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 64 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 63 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 62 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 62 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 61 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 57 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 56 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 52 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 51 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 49 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 49 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 44 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 43 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 24 | Not recorded | 69ca039f0636e5bf4afc9438 | ### ARTA AUC-ROC: 80. Result ID: 69ca1f0447f34ce924b23515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD AUC-ROC: 76. Result ID: 69ca1f0447f34ce924b234fc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD AUC-ROC: 74. Result ID: 69ca1f0447f34ce924b23500. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder AUC-ROC: 73. Result ID: 69ca1f0447f34ce924b23504. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF AUC-ROC: 67. Result ID: 69ca1f0447f34ce924b23501. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut AUC-ROC: 66. Result ID: 69ca1f0447f34ce924b23507. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly AUC-ROC: 66. Result ID: 69ca1f0447f34ce924b23509. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD AUC-ROC: 66. Result ID: 69ca1f0447f34ce924b2350b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-ROC: 66. Result ID: 69ca1f0447f34ce924b23513. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### PCA AUC-ROC: 65. Result ID: 69ca1f0447f34ce924b234fb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 64. Result ID: 69ca1f0447f34ce924b234fd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF AUC-ROC: 64. Result ID: 69ca1f0447f34ce924b2350a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA AUC-ROC: 64. Result ID: 69ca1f0447f34ce924b23511. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE AUC-ROC: 64. Result ID: 69ca1f0447f34ce924b23514. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS AUC-ROC: 63. Result ID: 69ca1f0447f34ce924b23503. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 62. Result ID: 69ca1f0447f34ce924b23502. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-ROC: 62. Result ID: 69ca1f0447f34ce924b23512. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ZS"}. This record does not assert independent reproduction. ### USAD AUC-ROC: 61. Result ID: 69ca1f0447f34ce924b2350c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD AUC-ROC: 57. Result ID: 69ca1f0447f34ce924b23505. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD AUC-ROC: 56. Result ID: 69ca1f0447f34ce924b2350f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 52. Result ID: 69ca1f0447f34ce924b234ff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS AUC-ROC: 51. Result ID: 69ca1f0447f34ce924b23510. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA AUC-ROC: 49. Result ID: 69ca1f0447f34ce924b23508. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet AUC-ROC: 49. Result ID: 69ca1f0447f34ce924b2350e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 44. Result ID: 69ca1f0447f34ce924b234fe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT AUC-ROC: 43. Result ID: 69ca1f0447f34ce924b23506. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer AUC-ROC: 24. Result ID: 69ca1f0447f34ce924b2350d. [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.