# Time Series Anomaly Detection on PSM (AUC-R, AUC-P, Aff-F1) Source: [Time Series Anomaly Detection on PSM (AUC-R, AUC-P, Aff-F1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:28.471Z Evaluation of Time Series Anomaly Detection performance on the PSM 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) | PSM | | Metric | AUC-R | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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-R](): Higher is better; unit: PERCENT. - [AUC-P](): Higher is better; unit: PERCENT. - [Aff-F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-R | Result date | Report paper | | --- | --- | --- | --- | | TimeRadar | 67.72 | Not recorded | 699d30746017c4460ffab32b | | CATCH | 64.68 | Not recorded | 699d30746017c4460ffab32b | | DADA | 61.08 | Not recorded | 699d30746017c4460ffab32b | | ModernTCN | 58.91 | Not recorded | 699d30746017c4460ffab32b | | D3R | 58.46 | Not recorded | 699d30746017c4460ffab32b | | GPT4TS | 56.26 | Not recorded | 699d30746017c4460ffab32b | | Time-MoE | 54.68 | Not recorded | 699d30746017c4460ffab32b | | SEMPO | 51.65 | Not recorded | 699d30746017c4460ffab32b | | TimesFM | 51.04 | Not recorded | 699d30746017c4460ffab32b | | Chronos-Bolt | 51.03 | Not recorded | 699d30746017c4460ffab32b | | Anomaly Transformer | 49.99 | Not recorded | 699d30746017c4460ffab32b | | DCdetector | 49.44 | Not recorded | 699d30746017c4460ffab32b | | TFMAE | 33.35 | Not recorded | 699d30746017c4460ffab32b | ### TimeRadar AUC-R: 67.72. Result ID: 699e36d85698665ec4f33421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### CATCH AUC-R: 64.68. Result ID: 699e36d85698665ec4f3341a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### DADA AUC-R: 61.08. Result ID: 699e36d85698665ec4f33420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### ModernTCN AUC-R: 58.91. Result ID: 699e36d85698665ec4f33419. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### D3R AUC-R: 58.46. Result ID: 699e36d85698665ec4f33418. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### GPT4TS AUC-R: 56.26. Result ID: 699e36d85698665ec4f3341b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### Time-MoE AUC-R: 54.68. Result ID: 699e36d85698665ec4f3341e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SEMPO AUC-R: 51.65. Result ID: 699e36d85698665ec4f3341f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### TimesFM AUC-R: 51.04. Result ID: 699e36d85698665ec4f3341c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Chronos-Bolt AUC-R: 51.03. Result ID: 699e36d85698665ec4f3341d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Anomaly Transformer AUC-R: 49.99. Result ID: 699e36d85698665ec4f33416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### DCdetector AUC-R: 49.44. Result ID: 699e36d85698665ec4f33417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. ### TFMAE AUC-R: 33.35. Result ID: 699e36d85698665ec4f33415. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.