# Time Series Anomaly Detection on SWAN (AUC-R, AUC-P, Aff-F1) Source: [Time Series Anomaly Detection on SWAN (AUC-R, AUC-P, Aff-F1)]() Collection index: [llms.txt]() Data updated: 2026-05-12T06:33:21.771Z Evaluation of Time Series Anomaly Detection performance on the SWAN dataset, reporting AUC-R, AUC-P, and Affiliation F1 scores. 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 | Aff-F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Aff-F1](): Higher is better; unit: PERCENT. - [AUC-R](): Higher is better; unit: PERCENT. - [AUC-P](): Higher is better; unit: PERCENT. ## Recorded results | Method | Aff-F1 | Result date | Report paper | | --- | --- | --- | --- | | DADA | 71.93 | Not recorded | 699d30746017c4460ffab32b | | SEMPO | 71.25 | Not recorded | 699d30746017c4460ffab32b | | TimeRadar | 71.06 | Not recorded | 699d30746017c4460ffab32b | | TimesFM | 69.06 | Not recorded | 699d30746017c4460ffab32b | | Chronos-Bolt | 68.82 | Not recorded | 699d30746017c4460ffab32b | | Time-MoE | 62.22 | Not recorded | 699d30746017c4460ffab32b | | CrossAD | 53.74 | Not recorded | 6912c34a2828b7cc6937e0b3 | | TimeMixer++ | 53.74 | Not recorded | 6912c34a2828b7cc6937e0b3 | | CATCH | 53.37 | Not recorded | 699d30746017c4460ffab32b | | TimesNet | 52.49 | Not recorded | 6912c34a2828b7cc6937e0b3 | | GPT4TS | 47.27 | Not recorded | 699d30746017c4460ffab32b | | ModernTCN | 46.45 | Not recorded | 699d30746017c4460ffab32b | | ModernTCN | 46.14 | Not recorded | 6912c34a2828b7cc6937e0b3 | | DLinear | 44.02 | Not recorded | 6912c34a2828b7cc6937e0b3 | | LSTMAE | 43.29 | Not recorded | 6912c34a2828b7cc6937e0b3 | | D3R | 43.19 | Not recorded | 699d30746017c4460ffab32b | | MICN | 43.07 | Not recorded | 6912c34a2828b7cc6937e0b3 | | KANAD | 39.36 | Not recorded | 6912c34a2828b7cc6937e0b3 | | Autoformer | 36.04 | Not recorded | 6912c34a2828b7cc6937e0b3 | | Anomaly Transformer | 33.67 | Not recorded | 699d30746017c4460ffab32b | | DCdetector | 24.01 | Not recorded | 699d30746017c4460ffab32b | | DLinear | 22.68 | Not recorded | 6912c34a2828b7cc6937e0b3 | | LSTMAE | 21.93 | Not recorded | 6912c34a2828b7cc6937e0b3 | | MICN | 20.85 | Not recorded | 6912c34a2828b7cc6937e0b3 | | KANAD | 20.66 | Not recorded | 6912c34a2828b7cc6937e0b3 | | TimesNet | 19.61 | Not recorded | 6912c34a2828b7cc6937e0b3 | | TimeMixer++ | 18.89 | Not recorded | 6912c34a2828b7cc6937e0b3 | | ModernTCN | 18.5 | Not recorded | 6912c34a2828b7cc6937e0b3 | | CrossAD | 18.29 | Not recorded | 6912c34a2828b7cc6937e0b3 | | Autoformer | 18.28 | Not recorded | 6912c34a2828b7cc6937e0b3 | | TFMAE | 9.19 | Not recorded | 699d30746017c4460ffab32b | ### DADA Aff-F1: 71.93. Result ID: 699e36d85698665ec4f33454. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SEMPO Aff-F1: 71.25. Result ID: 699e36d85698665ec4f33453. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### TimeRadar Aff-F1: 71.06. Result ID: 699e36d85698665ec4f33455. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### TimesFM Aff-F1: 69.06. Result ID: 699e36d85698665ec4f33450. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Chronos-Bolt Aff-F1: 68.82. Result ID: 699e36d85698665ec4f33451. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Time-MoE Aff-F1: 62.22. Result ID: 699e36d85698665ec4f33452. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### CrossAD Aff-F1: 53.74. Result ID: 6a02c9ab47f34ce924e4f2c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### TimeMixer++ Aff-F1: 53.74. Result ID: 6a02c9ab47f34ce924e4f2d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### CATCH Aff-F1: 53.37. Result ID: 699e36d85698665ec4f3344e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### TimesNet Aff-F1: 52.49. Result ID: 6a02c9ab47f34ce924e4f2d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### GPT4TS Aff-F1: 47.27. Result ID: 699e36d85698665ec4f3344f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### ModernTCN Aff-F1: 46.45. Result ID: 699e36d85698665ec4f3344d. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### ModernTCN Aff-F1: 46.14. Result ID: 6a02c9ab47f34ce924e4f2d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### DLinear Aff-F1: 44.02. Result ID: 6a02c9ab47f34ce924e4f2ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### LSTMAE Aff-F1: 43.29. Result ID: 6a02c9ab47f34ce924e4f2ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### D3R Aff-F1: 43.19. Result ID: 699e36d85698665ec4f3344c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### MICN Aff-F1: 43.07. Result ID: 6a02c9ab47f34ce924e4f2d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### KANAD Aff-F1: 39.36. Result ID: 6a02c9ab47f34ce924e4f2cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### Autoformer Aff-F1: 36.04. Result ID: 6a02c9ab47f34ce924e4f2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"COGNOS"}. This record does not assert independent reproduction. ### Anomaly Transformer Aff-F1: 33.67. Result ID: 699e36d85698665ec4f3344a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### DCdetector Aff-F1: 24.01. Result ID: 699e36d85698665ec4f3344b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### DLinear Aff-F1: 22.68. Result ID: 6a02c9ab47f34ce924e4f2c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### LSTMAE Aff-F1: 21.93. Result ID: 6a02c9ab47f34ce924e4f2cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### MICN Aff-F1: 20.85. Result ID: 6a02c9ab47f34ce924e4f2cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### KANAD Aff-F1: 20.66. Result ID: 6a02c9ab47f34ce924e4f2cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### TimesNet Aff-F1: 19.61. Result ID: 6a02c9ab47f34ce924e4f2d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### TimeMixer++ Aff-F1: 18.89. Result ID: 6a02c9ab47f34ce924e4f2d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### ModernTCN Aff-F1: 18.5. Result ID: 6a02c9ab47f34ce924e4f2d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### CrossAD Aff-F1: 18.29. Result ID: 6a02c9ab47f34ce924e4f2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### Autoformer Aff-F1: 18.28. Result ID: 6a02c9ab47f34ce924e4f2c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### TFMAE Aff-F1: 9.19. Result ID: 699e36d85698665ec4f33449. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. 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