# Anomaly detection on GHL Source: [Anomaly detection on GHL]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:56:55.707Z Evaluation of Anomaly Detection performance on the GHL dataset, measured using VUS. 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 | VUS | | Unit | SCALAR | | 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 - [VUS](): Higher is better; unit: SCALAR. ## Recorded results | Method | VUS | Result date | Report paper | | --- | --- | --- | --- | | tcNF-cnn | 0.9 | Not recorded | 69b0f72c2d603e6de3e45f77 | | tcNF-base | 0.89 | Not recorded | 69b0f72c2d603e6de3e45f77 | | RealNVP | 0.7 | Not recorded | 69b0f72c2d603e6de3e45f77 | | tcNF-mlp | 0.66 | Not recorded | 69b0f72c2d603e6de3e45f77 | | tcNF-stateless | 0.59 | Not recorded | 69b0f72c2d603e6de3e45f77 | ### tcNF-cnn VUS: 0.9. Result ID: 69b12e516dbb7075b95bb80a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### tcNF-base VUS: 0.89. Result ID: 69b12e516dbb7075b95bb808. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RealNVP VUS: 0.7. Result ID: 69b12e516dbb7075b95bb80c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### tcNF-mlp VUS: 0.66. Result ID: 69b12e516dbb7075b95bb809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### tcNF-stateless VUS: 0.59. Result ID: 69b12e516dbb7075b95bb80b. [Reporting paper]() [Method origin 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.