# Multivariate Time Series Anomaly Detection on PSM (Precision, Recall, F1-score, AUC-ROC) Source: [Multivariate Time Series Anomaly Detection on PSM (Precision, Recall, F1-score, AUC-ROC)]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:25:03.634Z Evaluation of Multivariate Time Series Anomaly Detection performance on the PSM dataset, reporting Precision, Recall, F1-score, and AUC-ROC metrics. 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 | Multivariate Time Series Anomaly Detection | | Dataset (including any stated split) | PSM | | Metric | F1-score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [F1-score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1-score | Result date | Report paper | | --- | --- | --- | --- | | UniTS | 97.43 | Not recorded | 68fa79ef1e209131cea80170 | | TimesNet | 97.38 | Not recorded | 68fa79ef1e209131cea80170 | | FEDformer | 97.23 | Not recorded | 68fa79ef1e209131cea80170 | | KAN-AD | 96.5 | Not recorded | 68fa79ef1e209131cea80170 | | DLinear | 93.55 | Not recorded | 68fa79ef1e209131cea80170 | | Autoformer | 93.29 | Not recorded | 68fa79ef1e209131cea80170 | | ContrastAD | 91.17 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | MSHTrans | 90.56 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | Anomaly Transformer | 79.4 | Not recorded | 68fa79ef1e209131cea80170 | | Catch | 78.78 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | DTrans | 77.16 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | Informer | 77.1 | Not recorded | 68fa79ef1e209131cea80170 | | FuSAG | 62.38 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | MemStr | 56.86 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | CSTGL | 43.46 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | MTG | 41.64 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | | GDN | 38.55 | Not recorded | 6a13d7a86f71c5ae7dc9ea44 | ### UniTS F1-score: 97.43. Result ID: 6a194d4ffbc373592c13a079. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters@MSL":"8,066,376"}. This record does not assert independent reproduction. ### TimesNet F1-score: 97.38. Result ID: 6a194d4ffbc373592c13a078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters@MSL":"75,223"}. This record does not assert independent reproduction. ### FEDformer F1-score: 97.23. Result ID: 6a194d4ffbc373592c13a077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters@MSL":"1,119,982"}. This record does not assert independent reproduction. ### KAN-AD F1-score: 96.5. Result ID: 6a194d4ffbc373592c13a07a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters@MSL":"4,491"}. This record does not assert independent reproduction. ### DLinear F1-score: 93.55. Result ID: 6a194d4ffbc373592c13a075. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters@MSL":"20,200"}. This record does not assert independent reproduction. ### Autoformer F1-score: 93.29. Result ID: 6a194d4ffbc373592c13a076. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters@MSL":"325,431"}. This record does not assert independent reproduction. ### ContrastAD F1-score: 91.17. Result ID: 6a14104efbc373592c0b70da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### MSHTrans F1-score: 90.56. Result ID: 6a14104efbc373592c0b70d9. [Reporting paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### Anomaly Transformer F1-score: 79.4. Result ID: 6a194d4ffbc373592c13a074. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters@MSL":"4,863,055"}. This record does not assert independent reproduction. ### Catch F1-score: 78.78. Result ID: 6a14104efbc373592c0b70d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### DTrans F1-score: 77.16. Result ID: 6a14104efbc373592c0b70d6. [Reporting paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### Informer F1-score: 77.1. Result ID: 6a194d4ffbc373592c13a073. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters@MSL":"504,174"}. This record does not assert independent reproduction. ### FuSAG F1-score: 62.38. Result ID: 6a14104efbc373592c0b70d4. [Reporting paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### MemStr F1-score: 56.86. Result ID: 6a14104efbc373592c0b70d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### CSTGL F1-score: 43.46. Result ID: 6a14104efbc373592c0b70d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### MTG F1-score: 41.64. Result ID: 6a14104efbc373592c0b70d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. ### GDN F1-score: 38.55. Result ID: 6a14104efbc373592c0b70d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Point-adjustment":"true","Seeds":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.