# Malware Detection on AndroZoo unseen tasks

Source: [Malware Detection on AndroZoo unseen tasks](<https://www.sota2.com/research/sota/malware-detection-on-androzoo-unseen-tasks>)

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

Data updated: 2026-05-26T09:28:44.553Z

Evaluation of Android Malware Detection models on the AndroZoo dataset, specifically focusing on the 'unseen tasks' subset, reporting Area Under the True Skill Statistic (AUT) metrics.

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 | Malware Detection |
| Dataset (including any stated split) | AndroZoo unseen tasks |
| Metric | AUT (B) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [AUT (B)](<https://www.sota2.com/research/sota/malware-detection-on-androzoo-unseen-tasks.md?metric=AUT%20(B)>): Higher is better; unit: SCALAR.

- [AUT (A)](<https://www.sota2.com/research/sota/malware-detection-on-androzoo-unseen-tasks.md?metric=AUT%20(A)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUT (B) | Result date | Report paper |
| --- | --- | --- | --- |
| EWC | 0.998 | Not recorded | 6a152914dbd7150506f7dead |
| AGEM | 0.998 | Not recorded | 6a152914dbd7150506f7dead |
| MIR | 0.996 | Not recorded | 6a152914dbd7150506f7dead |
| CBRS | 0.995 | Not recorded | 6a152914dbd7150506f7dead |
| HCL | 0.995 | Not recorded | 6a152914dbd7150506f7dead |
| HCL\* | 0.994 | Not recorded | 6a152914dbd7150506f7dead |
| SEED | 0.993 | Not recorded | 6a152914dbd7150506f7dead |
| CADE | 0.971 | Not recorded | 6a152914dbd7150506f7dead |

### EWC

AUT (B): 0.998. Result ID: 6a1567befbc373592c0d2893.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"100%"}. This record does not assert independent reproduction.

### AGEM

AUT (B): 0.998. Result ID: 6a1567befbc373592c0d2894.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65371e209131cea090ac.md>)

[Implementation](<https://github.com/facebookresearch/agem>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"100%"}. This record does not assert independent reproduction.

### MIR

AUT (B): 0.996. Result ID: 6a1567befbc373592c0d2896.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fde.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"100%"}. This record does not assert independent reproduction.

### CBRS

AUT (B): 0.995. Result ID: 6a1567befbc373592c0d2895.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"100%"}. This record does not assert independent reproduction.

### HCL

AUT (B): 0.995. Result ID: 6a1567befbc373592c0d2898.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fb71e209131cea46fed.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"100%"}. This record does not assert independent reproduction.

### HCL\*

AUT (B): 0.994. Result ID: 6a1567befbc373592c0d2899.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fb71e209131cea46fed.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"20%"}. This record does not assert independent reproduction.

### SEED

AUT (B): 0.993. Result ID: 6a1567befbc373592c0d289a.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"20%"}. This record does not assert independent reproduction.

### CADE

AUT (B): 0.971. Result ID: 6a1567befbc373592c0d2897.

[Reporting paper](<https://www.sota2.com/research/paper/6a152914dbd7150506f7dead.md>)

Recorded evaluation configuration: {"labeled\_data\_ratio":"100%"}. This record does not assert independent reproduction.

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