From: Detection of illicit cryptomining using network metadata
 |  | Detection rate (%) | |
---|---|---|---|
Category | Experiment | Muñoz et al. | XMR-Ray |
Malware | NRSminer | 100.00 | 100.00 |
 | WebCobra | 100.00 | 100.00 |
Encryption | SSL stream | 99.13 | 98.16 |
 | SSL CBC | 90.11 | 99.35 |
Proxying | SOCKS5 | 88.35 | 89.16 |
 | XMRIG | 82.92 | 90.08 |
In-browser mining | Coinhive | 90.82 | 98.85 |
 | CryptoLoot | 80.80 | 95.26 |
 | CoinIMP | 68.52 | 79.47 |
Adversarial evasion | Data injection | 66.08 | 93.37 |
 | Msg. injection | 25.96 | 81.28 |
 | Err. triggering | 16.89 | 53.16 |