Malware Detection on AI-Gen-Malware
97.5AccuracyCogniCrypt
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CogniCryptLLM Backend=GPT-42026.03 | 97.5 | 98.2 | 96.8 | 97.5 | 99.3 | |
| angr-onlytype=Symbolic2026.03 | 78.2 | 80.5 | 75.9 | 78.1 | 84.5 | |
| MalConvtype=Deep Learning2026.03 | 72.4 | 75.1 | 69.8 | 72.3 | 78.9 | |
| EMBER-GBDTtype=ML2026.03 | 68.9 | 71.3 | 66.5 | 68.8 | 74.2 | |
| YARAversion=4.5.0, type=Rule-based2026.03 | 60.1 | 65.2 | 55 | 59.7 | 64.8 | |
| ClamAVversion=1.2.1, type=Signature-based2026.03 | 45.3 | 50.1 | 40.5 | 44.8 | 52.3 |