# Malware Detection on APIGraph unseen tasks

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

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

Data updated: 2026-05-26T09:28:44.633Z

Evaluation of Malware Detection performance on the APIGraph dataset, specifically focusing on the 'unseen tasks' subset, reporting AUT (A) and AUT (B) 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) | APIGraph unseen tasks |
| Metric | AUT (B) |
| Unit | PERCENT |
| 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-apigraph-unseen-tasks.md?metric=AUT%20(B)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | AUT (B) | Result date | Report paper |
| --- | --- | --- | --- |
| EWC | 99.9 | Not recorded | 6a152914dbd7150506f7dead |
| AGEM | 99.9 | Not recorded | 6a152914dbd7150506f7dead |
| CBRS | 99.9 | Not recorded | 6a152914dbd7150506f7dead |
| MIR | 99.9 | Not recorded | 6a152914dbd7150506f7dead |
| HCL | 99.8 | Not recorded | 6a152914dbd7150506f7dead |
| HCL\* | 99.8 | Not recorded | 6a152914dbd7150506f7dead |
| SEED | 99.8 | Not recorded | 6a152914dbd7150506f7dead |
| CADE | 97.1 | Not recorded | 6a152914dbd7150506f7dead |

### EWC

AUT (B): 99.9. Result ID: 6a1567befbc373592c0d28ab.

[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): 99.9. Result ID: 6a1567befbc373592c0d28ac.

[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.

### CBRS

AUT (B): 99.9. Result ID: 6a1567befbc373592c0d28ad.

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

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

### MIR

AUT (B): 99.9. Result ID: 6a1567befbc373592c0d28ae.

[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.

### HCL

AUT (B): 99.8. Result ID: 6a1567befbc373592c0d28b0.

[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): 99.8. Result ID: 6a1567befbc373592c0d28b1.

[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): 99.8. Result ID: 6a1567befbc373592c0d28b2.

[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): 97.1. Result ID: 6a1567befbc373592c0d28af.

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

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

Page 1 of 1. This is an index page, not the full collection.