# Anomaly Detection on MSL (PA-F1 and Energy Consumption)

Source: [Anomaly Detection on MSL (PA-F1 and Energy Consumption)](<https://www.sota2.com/research/sota/anomaly-detection-on-msl-pa-f1-and-energy-consumption>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-27T12:21:33.325Z

Evaluation of Anomaly Detection performance on the MSL dataset, specifically reporting PA-F1 score and energy consumption 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 | Anomaly Detection |
| Dataset (including any stated split) | MSL |
| 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](<https://www.sota2.com/research/sota/anomaly-detection-on-msl-pa-f1-and-energy-consumption.md?metric=PA-F1>): Higher is better; unit: PERCENT.

- [Energy Consumption (J)](<https://www.sota2.com/research/sota/anomaly-detection-on-msl-pa-f1-and-energy-consumption.md?metric=Energy%20Consumption%20(J)>): Lower is better; unit: OTHER.

## Recorded results

| Method | PA-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| Centralised | 88.27 | Not recorded | 69c60f150636e5bf4afc8552 |
| FedAvg | 87.38 | Not recorded | 69c60f150636e5bf4afc8552 |
| FedProx | 87.38 | Not recorded | 69c60f150636e5bf4afc8552 |
| HFL-NoCoop | 87.27 | Not recorded | 69c60f150636e5bf4afc8552 |
| HFL-Selective | 87.27 | Not recorded | 69c60f150636e5bf4afc8552 |
| HFL-Nearest | 87.27 | Not recorded | 69c60f150636e5bf4afc8552 |

### Centralised

PA-F1: 88.27. Result ID: 69c6763c47f34ce924b03a54.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedAvg

PA-F1: 87.38. Result ID: 69c6763c47f34ce924b03a55.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedProx

PA-F1: 87.38. Result ID: 69c6763c47f34ce924b03a56.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18435.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HFL-NoCoop

PA-F1: 87.27. Result ID: 69c6763c47f34ce924b03a57.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HFL-Selective

PA-F1: 87.27. Result ID: 69c6763c47f34ce924b03a58.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HFL-Nearest

PA-F1: 87.27. Result ID: 69c6763c47f34ce924b03a59.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f150636e5bf4afc8552.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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