# Feature shift detection on UCI Appliance Energy Prediction (Shuffled)

Source: [Feature shift detection on UCI Appliance Energy Prediction (Shuffled)](<https://www.sota2.com/research/sota/feature-shift-detection-on-uci-appliance-energy-prediction-shuffled>)

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

Data updated: 2026-02-26T05:58:19.022Z

Evaluation of model performance on detecting feature shift using the UCI Appliance Energy Prediction (Shuffled) dataset, measured by Precision and Recall.

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 | Feature shift detection |
| Dataset (including any stated split) | UCI Appliance Energy Prediction (Shuffled) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/feature-shift-detection-on-uci-appliance-energy-prediction-shuffled.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/feature-shift-detection-on-uci-appliance-energy-prediction-shuffled.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Deep-SM | 77.89 | Not recorded | 68fa6a601e209131cea27d2a |
| MB-SM | 75.25 | Not recorded | 68fa6a601e209131cea27d2a |
| MB-SM | 75.25 | Not recorded | 68fa6a601e209131cea27d2a |
| MB-SM | 74.57 | Not recorded | 68fa6a601e209131cea27d2a |
| Deep-SM | 64.21 | Not recorded | 68fa6a601e209131cea27d2a |
| MB-SM | 2.87 | Not recorded | 68fa6a601e209131cea27d2a |

### Deep-SM

Precision: 77.89. Result ID: 698e3040ffc3901de09b8368.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Implementation](<https://github.com/SeanKski/feature-shift>)

Recorded evaluation configuration: {"Bootstrap":"Time-Boot"}. This record does not assert independent reproduction.

### MB-SM

Precision: 75.25. Result ID: 698e3040ffc3901de09b8367.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Implementation](<https://github.com/SeanKski/feature-shift>)

Recorded evaluation configuration: {"Bootstrap":"Time-Boot"}. This record does not assert independent reproduction.

### MB-SM

Precision: 75.25. Result ID: 698e3040ffc3901de09b836d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Implementation](<https://github.com/SeanKski/feature-shift>)

Recorded evaluation configuration: {"Bootstrap":"Time-Boot"}. This record does not assert independent reproduction.

### MB-SM

Precision: 74.57. Result ID: 698e3040ffc3901de09b8366.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Implementation](<https://github.com/SeanKski/feature-shift>)

Recorded evaluation configuration: {"Bootstrap":"Standard"}. This record does not assert independent reproduction.

### Deep-SM

Precision: 64.21. Result ID: 698e3040ffc3901de09b836e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Implementation](<https://github.com/SeanKski/feature-shift>)

Recorded evaluation configuration: {"Bootstrap":"Time-Boot"}. This record does not assert independent reproduction.

### MB-SM

Precision: 2.87. Result ID: 698e3040ffc3901de09b836c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a601e209131cea27d2a.md>)

[Implementation](<https://github.com/SeanKski/feature-shift>)

Recorded evaluation configuration: {"Bootstrap":"Standard"}. This record does not assert independent reproduction.

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