# Label Homogeneity Evaluation on DREBIN initial (test vs test+train)

Source: [Label Homogeneity Evaluation on DREBIN initial (test vs test+train)](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train>)

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

Data updated: 2026-02-26T05:37:43.762Z

Evaluation of Label Homogeneity on the DREBIN initial dataset, assessing performance metrics (Mean/Std) across benign and malicious samples.

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 | Label Homogeneity Evaluation |
| Dataset (including any stated split) | DREBIN initial (test vs test+train) |
| Metric | Benign Mean |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Benign Mean](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train.md?metric=Benign%20Mean>): Higher is better; unit: SCALAR.

- [Benign Std Dev](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train.md?metric=Benign%20Std%20Dev>): Lower is better; unit: SCALAR.

- [Malicious Mean](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train.md?metric=Malicious%20Mean>): Higher is better; unit: SCALAR.

- [Malicious Std Dev](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train.md?metric=Malicious%20Std%20Dev>): Lower is better; unit: SCALAR.

- [Overall Mean](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train.md?metric=Overall%20Mean>): Higher is better; unit: SCALAR.

- [Overall Std Dev](<https://www.sota2.com/research/sota/label-homogeneity-evaluation-on-drebin-initial-test-vs-test-plus-train.md?metric=Overall%20Std%20Dev>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Benign Mean | Result date | Report paper |
| --- | --- | --- | --- |
| Leaf Similarity | 99.5 | Not recorded | 68fa70b91e209131cea4cd58 |
| Leaf Similarity | 49.75 | Not recorded | 68fa70b91e209131cea4cd58 |
| Leaf Similarity | 9.96 | Not recorded | 68fa70b91e209131cea4cd58 |
| Leaf Similarity | 1 | Not recorded | 68fa70b91e209131cea4cd58 |

### Leaf Similarity

Benign Mean: 99.5. Result ID: 699155cd3a6c314849076702.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Implementation](<https://github.com/CrowdStrike/embersim-databank>)

Recorded evaluation configuration: {"K":100,"Backbone":"XGBoost"}. This record does not assert independent reproduction.

### Leaf Similarity

Benign Mean: 49.75. Result ID: 699155cd3a6c314849076701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Implementation](<https://github.com/CrowdStrike/embersim-databank>)

Recorded evaluation configuration: {"K":50,"Backbone":"XGBoost"}. This record does not assert independent reproduction.

### Leaf Similarity

Benign Mean: 9.96. Result ID: 699155cd3a6c314849076700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Implementation](<https://github.com/CrowdStrike/embersim-databank>)

Recorded evaluation configuration: {"K":10,"Backbone":"XGBoost"}. This record does not assert independent reproduction.

### Leaf Similarity

Benign Mean: 1. Result ID: 699155cd3a6c3148490766ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd58.md>)

[Implementation](<https://github.com/CrowdStrike/embersim-databank>)

Recorded evaluation configuration: {"K":1,"Backbone":"XGBoost"}. This record does not assert independent reproduction.

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