Attack Taxonomy
Full classification system for adversarial ML attacks.
Sophistication Levels (1-9)
| Level | Description | Example |
|---|---|---|
| 1 | Direct instruction override | "Ignore safety guidelines" |
| 2 | Roleplay/scenario framing | "You are DAN" |
| 3 | Character substitution | Leetspeak, homoglyphs |
| 4 | Unicode obfuscation | Variation selectors, Zalgo |
| 5 | Adversarial suffixes | GCG, AutoDAN |
| 6 | Multi-turn erosion | Tempest, Crescendo |
| 7 | Compositional attacks | h4rm3l DSL |
| 8 | Weight-level removal | Abliteration |
| 9 | Automated discovery | Claudini |
See GitHub for full taxonomy.