# Time-Series Anomaly Detection on SWAT (F1, AUROC, AUPR, VUS-ROC, VUS-PR) Source: [Time-Series Anomaly Detection on SWAT (F1, AUROC, AUPR, VUS-ROC, VUS-PR)]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:59.881Z Evaluation of Time-Series Anomaly Detection performance on the SWAT dataset, reporting F1, AUROC, AUPR, 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) | SWAT | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [AUROC](): Higher is better; unit: SCALAR. - [F1](): Higher is better; unit: SCALAR. - [AUPR](): Higher is better; unit: SCALAR. - [VUS-ROC](): Higher is better; unit: SCALAR. - [VUS-PR](): Higher is better; unit: SCALAR. - [Affiliated F1](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | HBOS | 0.831 | Not recorded | 68fa78821e209131cea78c3e | | ASTER | 0.823 | Not recorded | 69e06d2d7d0172140ec7cbcb | | PCA | 0.819 | Not recorded | 68fa78821e209131cea78c3e | | TranAD | 0.818 | Not recorded | 69e06d2d7d0172140ec7cbcb | | AE | 0.817 | Not recorded | 68fa78821e209131cea78c3e | | Chronos | 0.803 | Not recorded | 69e06d2d7d0172140ec7cbcb | | Ocsvm | 0.657 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 0.567 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 0.521 | Not recorded | 68fa78821e209131cea78c3e | | DC | 0.501 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 0.5 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 0.405 | Not recorded | 68fa78821e209131cea78c3e | | IF | 0.346 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 0.345 | Not recorded | 68fa78821e209131cea78c3e | | DAGMM | 0.29 | Not recorded | 69e06d2d7d0172140ec7cbcb | | TimesNet | 0.288 | Not recorded | 69e06d2d7d0172140ec7cbcb | | TsNet | 0.288 | Not recorded | 68fa78821e209131cea78c3e | | Timer | 0.286 | Not recorded | 69e06d2d7d0172140ec7cbcb | | Moment | 0.263 | Not recorded | 69e06d2d7d0172140ec7cbcb | | Modern | 0.244 | Not recorded | 68fa78821e209131cea78c3e | | TimesFM | 0.242 | Not recorded | 69e06d2d7d0172140ec7cbcb | | iTrans | 0.242 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 0.242 | Not recorded | 68fa78821e209131cea78c3e | | LLMMixer | 0.24 | Not recorded | 69e06d2d7d0172140ec7cbcb | | UniTime | 0.234 | Not recorded | 69e06d2d7d0172140ec7cbcb | | NLin | 0.231 | Not recorded | 68fa78821e209131cea78c3e | | GPT4TS | 0.224 | Not recorded | 69e06d2d7d0172140ec7cbcb | ### HBOS AUROC: 0.831. Result ID: 6a3a486bfbc373592c351894. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ASTER AUROC: 0.823. Result ID: 69e09cce47f34ce924c9d30f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-based"}. This record does not assert independent reproduction. ### PCA AUROC: 0.819. Result ID: 6a3a486bfbc373592c351893. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD AUROC: 0.818. Result ID: 69e09cce47f34ce924c9d306. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Deep Learning-based"}. This record does not assert independent reproduction. ### AE AUROC: 0.817. Result ID: 6a3a486bfbc373592c351890. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Chronos AUROC: 0.803. Result ID: 69e09cce47f34ce924c9d30a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-Trained Models"}. This record does not assert independent reproduction. ### Ocsvm AUROC: 0.657. Result ID: 6a3a486bfbc373592c351891. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF AUROC: 0.567. Result ID: 6a3a486bfbc373592c351889. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin AUROC: 0.521. Result ID: 6a3a486bfbc373592c35188e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC AUROC: 0.501. Result ID: 6a3a486bfbc373592c35188b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD AUROC: 0.5. Result ID: 6a3a486bfbc373592c351895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans AUROC: 0.405. Result ID: 6a3a486bfbc373592c35188a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF AUROC: 0.346. Result ID: 6a3a486bfbc373592c351892. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH AUROC: 0.345. Result ID: 6a3a486bfbc373592c351886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAGMM AUROC: 0.29. Result ID: 69e09cce47f34ce924c9d304. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Deep Learning-based"}. This record does not assert independent reproduction. ### TimesNet AUROC: 0.288. Result ID: 69e09cce47f34ce924c9d305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Learning-based"}. This record does not assert independent reproduction. ### TsNet AUROC: 0.288. Result ID: 6a3a486bfbc373592c35188c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Timer AUROC: 0.286. Result ID: 69e09cce47f34ce924c9d307. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-Trained Models"}. This record does not assert independent reproduction. ### Moment AUROC: 0.263. Result ID: 69e09cce47f34ce924c9d309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-Trained Models"}. This record does not assert independent reproduction. ### Modern AUROC: 0.244. Result ID: 6a3a486bfbc373592c351887. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesFM AUROC: 0.242. Result ID: 69e09cce47f34ce924c9d308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Pre-Trained Models"}. This record does not assert independent reproduction. ### iTrans AUROC: 0.242. Result ID: 6a3a486bfbc373592c351888. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch AUROC: 0.242. Result ID: 6a3a486bfbc373592c35188d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLMMixer AUROC: 0.24. Result ID: 69e09cce47f34ce924c9d30e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-based"}. This record does not assert independent reproduction. ### UniTime AUROC: 0.234. Result ID: 69e09cce47f34ce924c9d30c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"LLM-based"}. This record does not assert independent reproduction. ### NLin AUROC: 0.231. Result ID: 6a3a486bfbc373592c35188f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT4TS AUROC: 0.224. Result ID: 69e09cce47f34ce924c9d30b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"LLM-based"}. 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