# Anomaly Detection on NIPS-TS-WATER

Source: [Anomaly Detection on NIPS-TS-WATER](<https://www.sota2.com/research/sota/anomaly-detection-on-nips-ts-water>)

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

Data updated: 2026-05-11T10:04:05.535Z

Evaluation of Anomaly Detection performance on the NIPS-TS-WATER dataset, measured using F1-score and ROC 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) | NIPS-TS-WATER |
| Metric | F1-score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [F1-score](<https://www.sota2.com/research/sota/anomaly-detection-on-nips-ts-water.md?metric=F1-score>): Higher is better; unit: PERCENT.

- [ROC AUC](<https://www.sota2.com/research/sota/anomaly-detection-on-nips-ts-water.md?metric=ROC%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1-score | Result date | Report paper |
| --- | --- | --- | --- |
| Base Model | 51.6 | Not recorded | 6a0162b8dbc836b87d823301 |

### Base Model

F1-score: 51.6. Result ID: 6a01a99447f34ce924e41054.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d823301.md>)

Recorded evaluation configuration: {"Model Architecture":"COUTA"}. This record does not assert independent reproduction.

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