# Anomaly Detection on SMAP (PA-F1, Energy) Source: [Anomaly Detection on SMAP (PA-F1, Energy)]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:21:33.294Z Evaluation of Anomaly Detection performance on the SMAP dataset, reporting Point Adjusted F1 score and Energy consumption. 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 | Anomaly Detection | | Dataset (including any stated split) | SMAP | | Metric | PA-F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [PA-F1](): Higher is better; unit: PERCENT. - [Energy (J)](): Lower is better; unit: OTHER. ## Recorded results | Method | PA-F1 | Result date | Report paper | | --- | --- | --- | --- | | HFL-Selective | 72.36 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-NoCoop | 72.33 | Not recorded | 69c60f150636e5bf4afc8552 | | FedProx | 71.97 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Nearest | 71.83 | Not recorded | 69c60f150636e5bf4afc8552 | | Centralised | 71.81 | Not recorded | 69c60f150636e5bf4afc8552 | | FedAvg | 71.52 | Not recorded | 69c60f150636e5bf4afc8552 | ### HFL-Selective PA-F1: 72.36. Result ID: 69c6763c47f34ce924b03a52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HFL-NoCoop PA-F1: 72.33. Result ID: 69c6763c47f34ce924b03a51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx PA-F1: 71.97. Result ID: 69c6763c47f34ce924b03a50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HFL-Nearest PA-F1: 71.83. Result ID: 69c6763c47f34ce924b03a53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Centralised PA-F1: 71.81. Result ID: 69c6763c47f34ce924b03a4e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg PA-F1: 71.52. Result ID: 69c6763c47f34ce924b03a4f. [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.