# Exoplanet Detection on HD159911 54°

Source: [Exoplanet Detection on HD159911 54°](<https://www.sota2.com/research/sota/exoplanet-detection-on-hd159911-54>)

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

Data updated: 2026-02-26T05:24:19.341Z

Evaluation of Exoplanet Detection performance using the HD159911 54° dataset, reporting metrics such as AUC.

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 | Exoplanet Detection |
| Dataset (including any stated split) | HD159911 54° |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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](<https://www.sota2.com/research/sota/exoplanet-detection-on-hd159911-54.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ExoMILD | 73.1 | Not recorded | 68fa49b01e209131ce938e71 |
| PACO | 69.8 | Not recorded | 68fa49b01e209131ce938e71 |
| PCA | 69.4 | Not recorded | 68fa49b01e209131ce938e71 |
| ExoMILD | 67.3 | Not recorded | 68fa49b01e209131ce938e71 |
| MODEL&CO | 65.3 | Not recorded | 68fa49b01e209131ce938e71 |
| PCA | 63.4 | Not recorded | 68fa49b01e209131ce938e71 |
| PACO | 62.9 | Not recorded | 68fa49b01e209131ce938e71 |
| cASDI | 44.8 | Not recorded | 68fa49b01e209131ce938e71 |
| cADI | 28.8 | Not recorded | 68fa49b01e209131ce938e71 |

### ExoMILD

AUC: 73.1. Result ID: 698b9fab7a967eddb7701f03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Implementation](<https://github.com/theobdt/exomild>)

Recorded evaluation configuration: {"Modality":"ASDI"}. This record does not assert independent reproduction.

### PACO

AUC: 69.8. Result ID: 698b9fab7a967eddb7701f02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

Recorded evaluation configuration: {"Modality":"ASDI"}. This record does not assert independent reproduction.

### PCA

AUC: 69.4. Result ID: 698b9fab7a967eddb7701f01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa306c1e209131ce875411.md>)

Recorded evaluation configuration: {"Modality":"ASDI"}. This record does not assert independent reproduction.

### ExoMILD

AUC: 67.3. Result ID: 698b9fab7a967eddb7701eff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Implementation](<https://github.com/theobdt/exomild>)

Recorded evaluation configuration: {"Modality":"ADI"}. This record does not assert independent reproduction.

### MODEL&CO

AUC: 65.3. Result ID: 698b9fab7a967eddb7701efe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa480a1e209131ce92cadd.md>)

Recorded evaluation configuration: {"Modality":"ADI"}. This record does not assert independent reproduction.

### PCA

AUC: 63.4. Result ID: 698b9fab7a967eddb7701efc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa306c1e209131ce875411.md>)

Recorded evaluation configuration: {"Modality":"ADI"}. This record does not assert independent reproduction.

### PACO

AUC: 62.9. Result ID: 698b9fab7a967eddb7701efd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

Recorded evaluation configuration: {"Modality":"ADI"}. This record does not assert independent reproduction.

### cASDI

AUC: 44.8. Result ID: 698b9fab7a967eddb7701f00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

Recorded evaluation configuration: {"Modality":"ASDI"}. This record does not assert independent reproduction.

### cADI

AUC: 28.8. Result ID: 698b9fab7a967eddb7701efb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa28a32c2a3760193c935b.md>)

Recorded evaluation configuration: {"Modality":"ADI"}. This record does not assert independent reproduction.

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