Malware Detection on EMBER 10,000 sample
98.7AccuracyCogniCrypt
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CogniCrypt2026.03 | 98.7 | 99.1 | 98.2 | 98.6 | 0.997 | |
| EMBER-GBDTType=ML2026.03 | 97.3 | 97.8 | 96.8 | 97.3 | 0.991 | |
| MalConvType=Deep Learning2026.03 | 96.8 | 97.2 | 96.4 | 96.8 | 0.985 | |
| YARAVersion=4.5.0, Type=Rule-based2026.03 | 96.1 | 97 | 95.2 | 96.1 | 0.978 | |
| ClamAVVersion=1.2.1, Type=Signature-based2026.03 | 95.2 | 96.3 | 94.1 | 95.2 | 0.971 | |
| angr-onlyType=Symbolic, LLM guidance=None2026.03 | 93.5 | 94.2 | 92.8 | 93.5 | 0.962 |