LoRA Poisoning Attack on Bloody Scenario
151.03FID (C)PoisonLoRA
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PoisonLoRABase LoRA=3DM2026.06 | 151.03 | — | — | — | — | — | 0.43 | 0.98 | 0 | 157.17 | 0.45 | 0.85 | 0 | 152.33 | 0.58 | 0.98 | 160.33 | 0.56 | 0.98 | 87.4 | 98 | |
| PoisonLoRABase LoRA=line2026.06 | 157.36 | — | — | — | — | — | 0.42 | 0.99 | 0 | 174.72 | 0.43 | 0.85 | 0 | 102.03 | 0.43 | 1 | 147.71 | 0.51 | 0.98 | 28.4 | 98 | |
| PoisonLoRABase LoRA=bichu2026.06 | 171.32 | — | — | — | — | — | 0.47 | 1.02 | 0 | 180.06 | 0.47 | 0.82 | 0 | 171.72 | 0.5 | 0.88 | 149.46 | 0.49 | 0.98 | 98.8 | 100 | |
| PoisonLoRABase LoRA=Artem2026.06 | 193.69 | — | — | — | — | — | 0.48 | 1 | 0 | 192.8 | 0.52 | 0.92 | 0 | 153.54 | 0.57 | 0.9 | 134.19 | 0.54 | 0.94 | 90 | 99 | |
| PoisonLoRABase LoRA=Clyde2026.06 | 213.5 | — | — | — | — | — | 0.52 | 0.99 | 0 | 189.67 | 0.54 | 0.84 | 0 | 112.81 | 0.55 | 1.03 | 149.85 | 0.56 | 1 | 72.4 | 90 | |
| LegacyBA (LoRA)Base LoRA=line2026.06 | — | 0 | 0 | 0.25 | 0.99 | 131.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoRATK (LoRA)Base LoRA=line2026.06 | — | 0 | 0 | 0.26 | 0.98 | 130.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PoisonLoRABase LoRA=line2026.06 | — | 0 | 95 | 0.51 | 1.01 | 189.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |