# Anomaly Detection on GHL (AUC)

Source: [Anomaly Detection on GHL (AUC)](<https://www.sota2.com/research/sota/anomaly-detection-on-ghl-auc>)

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

Data updated: 2026-03-11T08:56:55.780Z

Evaluation of Anomaly Detection performance on the GHL dataset, measured using 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 | Anomaly Detection |
| Dataset (including any stated split) | GHL |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/anomaly-detection-on-ghl-auc.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| tcNF-cnn | 89 | Not recorded | 69b0f72c2d603e6de3e45f77 |
| tcNF-base | 88 | Not recorded | 69b0f72c2d603e6de3e45f77 |
| RealNVP | 69 | Not recorded | 69b0f72c2d603e6de3e45f77 |
| tcNF-mlp | 64 | Not recorded | 69b0f72c2d603e6de3e45f77 |
| tcNF-stateless | 58 | Not recorded | 69b0f72c2d603e6de3e45f77 |

### tcNF-cnn

AUC: 89. Result ID: 69b12e516dbb7075b95bb82c.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

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

### tcNF-base

AUC: 88. Result ID: 69b12e516dbb7075b95bb82a.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

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

### RealNVP

AUC: 69. Result ID: 69b12e516dbb7075b95bb82e.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63351e209131ce9fd6b3.md>)

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

### tcNF-mlp

AUC: 64. Result ID: 69b12e516dbb7075b95bb82b.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

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

### tcNF-stateless

AUC: 58. Result ID: 69b12e516dbb7075b95bb82d.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f72c2d603e6de3e45f77.md>)

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

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