# Anomaly Detection on SMD (PA-F1 and Energy Consumption) Source: [Anomaly Detection on SMD (PA-F1 and Energy Consumption)]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:21:33.270Z Evaluation of Anomaly Detection models on the SMD dataset, reporting the Point Adjusted F1 score (PA-F1) alongside the energy consumption (Energy (J)) required for evaluation. 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) | SMD | | 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-Nearest | 80.32 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Selective | 80.15 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-NoCoop | 80.13 | Not recorded | 69c60f150636e5bf4afc8552 | | FedProx | 79.37 | Not recorded | 69c60f150636e5bf4afc8552 | | FedAvg | 79.3 | Not recorded | 69c60f150636e5bf4afc8552 | | Centralised | 72.23 | Not recorded | 69c60f150636e5bf4afc8552 | ### HFL-Nearest PA-F1: 80.32. Result ID: 69c6763c47f34ce924b03a4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HFL-Selective PA-F1: 80.15. Result ID: 69c6763c47f34ce924b03a4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HFL-NoCoop PA-F1: 80.13. Result ID: 69c6763c47f34ce924b03a4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx PA-F1: 79.37. Result ID: 69c6763c47f34ce924b03a4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg PA-F1: 79.3. Result ID: 69c6763c47f34ce924b03a49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Centralised PA-F1: 72.23. Result ID: 69c6763c47f34ce924b03a48. [Reporting 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.