# Time Series Anomaly Detection on SWAN (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR) Source: [Time Series Anomaly Detection on SWAN (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)]() Collection index: [llms.txt]() Data updated: 2026-03-31T07:50:10.765Z Evaluation of Time Series Anomaly Detection performance on the SWAN dataset, reporting AUC-ROC, AUC-PR, VUS-ROC, and VUS-PR 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 | Time Series Anomaly Detection | | Dataset (including any stated split) | SWAN | | Metric | AUC-ROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [AUC-PR](): Higher is better; unit: PERCENT. - [VUS-ROC](): Higher is better; unit: PERCENT. - [VUS-PR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | CBLOF | 88.9 | Not recorded | 69cb55200636e5bf4afc9f7f | | KNN | 87.8 | Not recorded | 69cb55200636e5bf4afc9f7f | | VAN-AD | 82.9 | Not recorded | 69cb55200636e5bf4afc9f7f | | LOF | 74 | Not recorded | 69cb55200636e5bf4afc9f7f | | PCA | 66.6 | Not recorded | 69cb55200636e5bf4afc9f7f | | DADA | 64.5 | Not recorded | 69cb55200636e5bf4afc9f7f | | Timer | 62.4 | Not recorded | 69cb55200636e5bf4afc9f7f | | CAROTS | 61.3 | Not recorded | 69cb55200636e5bf4afc9f7f | | DualTF | 60.8 | Not recorded | 69cb55200636e5bf4afc9f7f | | ContraAD | 56.1 | Not recorded | 69cb55200636e5bf4afc9f7f | | Modern | 51.9 | Not recorded | 69cb55200636e5bf4afc9f7f | | CALF | 51.5 | Not recorded | 69cb55200636e5bf4afc9f7f | | iTrans | 51.2 | Not recorded | 69cb55200636e5bf4afc9f7f | | GPT4TS | 50.3 | Not recorded | 69cb55200636e5bf4afc9f7f | | MtsCID | 50 | Not recorded | 69cb55200636e5bf4afc9f7f | | CATCH | 48.5 | Not recorded | 69cb55200636e5bf4afc9f7f | ### CBLOF AUC-ROC: 88.9. Result ID: 69cb7ba547f34ce924b38718. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 87.8. Result ID: 69cb7ba547f34ce924b38719. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VAN-AD AUC-ROC: 82.9. Result ID: 69cb7ba547f34ce924b3870b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 74. Result ID: 69cb7ba547f34ce924b38717. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 66.6. Result ID: 69cb7ba547f34ce924b3871a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DADA AUC-ROC: 64.5. Result ID: 69cb7ba547f34ce924b3870c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Timer AUC-ROC: 62.4. Result ID: 69cb7ba547f34ce924b3870d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAROTS AUC-ROC: 61.3. Result ID: 69cb7ba547f34ce924b38712. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF AUC-ROC: 60.8. Result ID: 69cb7ba547f34ce924b38715. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ContraAD AUC-ROC: 56.1. Result ID: 69cb7ba547f34ce924b38716. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern AUC-ROC: 51.9. Result ID: 69cb7ba547f34ce924b38714. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CALF AUC-ROC: 51.5. Result ID: 69cb7ba547f34ce924b3870e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans AUC-ROC: 51.2. Result ID: 69cb7ba547f34ce924b38713. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT4TS AUC-ROC: 50.3. Result ID: 69cb7ba547f34ce924b3870f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MtsCID AUC-ROC: 50. Result ID: 69cb7ba547f34ce924b38711. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH AUC-ROC: 48.5. Result ID: 69cb7ba547f34ce924b38710. [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.