# Multivariate Time-Series Anomaly Detection on Daphnet (VUS-PR) Source: [Multivariate Time-Series Anomaly Detection on Daphnet (VUS-PR)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:27.061Z Evaluation of Multivariate Time-Series Anomaly Detection performance on the Daphnet dataset, measured using the VUS-PR metric. 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) | Daphnet | | Metric | VUS-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 - [VUS-PR](): Higher is better; unit: PERCENT. ## Recorded results | Method | VUS-PR | Result date | Report paper | | --- | --- | --- | --- | | ARTA | 41 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 39 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 35 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 35 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 34 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 34 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 33 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 31 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 31 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 31 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 30 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 27 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 25 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 21 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 15 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 15 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 14 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 11 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 11 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 10 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | ### ARTA VUS-PR: 41. Result ID: 69ca1f0447f34ce924b2369e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE VUS-PR: 39. Result ID: 69ca1f0447f34ce924b2369d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse VUS-PR: 35. Result ID: 69ca1f0447f34ce924b2369b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### TSPulse VUS-PR: 35. Result ID: 69ca1f0447f34ce924b2369c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"Fine-Tuned"}. This record does not assert independent reproduction. ### OmniAnomaly VUS-PR: 34. Result ID: 69ca1f0447f34ce924b23692. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### USAD VUS-PR: 34. Result ID: 69ca1f0447f34ce924b23695. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS VUS-PR: 33. Result ID: 69ca1f0447f34ce924b23699. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD VUS-PR: 31. Result ID: 69ca1f0447f34ce924b2368e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD VUS-PR: 31. Result ID: 69ca1f0447f34ce924b23698. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA VUS-PR: 31. Result ID: 69ca1f0447f34ce924b2369a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD VUS-PR: 30. Result ID: 69ca1f0447f34ce924b23689. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet VUS-PR: 27. Result ID: 69ca1f0447f34ce924b23697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN VUS-PR: 25. Result ID: 69ca1f0447f34ce924b23687. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT VUS-PR: 21. Result ID: 69ca1f0447f34ce924b2368f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut VUS-PR: 17. Result ID: 69ca1f0447f34ce924b23690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS VUS-PR: 15. Result ID: 69ca1f0447f34ce924b2368c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF VUS-PR: 15. Result ID: 69ca1f0447f34ce924b23693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD VUS-PR: 14. Result ID: 69ca1f0447f34ce924b23685. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA VUS-PR: 13. Result ID: 69ca1f0447f34ce924b23684. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest VUS-PR: 13. Result ID: 69ca1f0447f34ce924b2368b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder VUS-PR: 13. Result ID: 69ca1f0447f34ce924b2368d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF VUS-PR: 11. Result ID: 69ca1f0447f34ce924b23688. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD VUS-PR: 11. Result ID: 69ca1f0447f34ce924b23694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF VUS-PR: 10. Result ID: 69ca1f0447f34ce924b2368a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer VUS-PR: 7. Result ID: 69ca1f0447f34ce924b23696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM VUS-PR: 6. Result ID: 69ca1f0447f34ce924b23686. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA VUS-PR: 6. Result ID: 69ca1f0447f34ce924b23691. [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.