# Anomaly Detection on SMD Under DTW-based Adversarial Attack, epsilon\_att = 1.0

Source: [Anomaly Detection on SMD Under DTW-based Adversarial Attack, epsilon\_att = 1.0](<https://www.sota2.com/research/sota/anomaly-detection-on-smd-under-dtw-based-adversarial-attack-epsilon_att-1-0>)

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

Data updated: 2026-05-11T10:04:05.517Z

Evaluation of Anomaly Detection performance on the SMD dataset subjected to a DTW-based adversarial attack (epsilon=1.0), reporting 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) | SMD Under DTW-based Adversarial Attack, epsilon\_att = 1.0 |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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-smd-under-dtw-based-adversarial-attack-epsilon_att-1-0.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [ROC AUC](<https://www.sota2.com/research/sota/anomaly-detection-on-smd-under-dtw-based-adversarial-attack-epsilon_att-1-0.md?metric=ROC%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DTW-Certified Defense | 46.4 | Not recorded | 6a0162b8dbc836b87d823301 |
| lp-norm Certified Defense | 39.2 | Not recorded | 6a0162b8dbc836b87d823301 |
| Undefended Base Model | 25.3 | Not recorded | 6a0162b8dbc836b87d823301 |

### DTW-Certified Defense

F1 Score: 46.4. Result ID: 6a01a99447f34ce924e41053.

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

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

Recorded evaluation configuration: {"Defense Method":"DTW-certified defense","Attack Budget":"1.0","Model Architecture":"COUTA"}. This record does not assert independent reproduction.

### lp-norm Certified Defense

F1 Score: 39.2. Result ID: 6a01a99447f34ce924e41052.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf72.md>)

Recorded evaluation configuration: {"Defense Method":"lp-norm certified defense","Attack Budget":"1.0","Model Architecture":"COUTA"}. This record does not assert independent reproduction.

### Undefended Base Model

F1 Score: 25.3. Result ID: 6a01a99447f34ce924e41051.

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

Recorded evaluation configuration: {"Defense Method":"None","Attack Budget":"1.0","Model Architecture":"COUTA"}. This record does not assert independent reproduction.

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