Adversarial Attack on Memory-mediated Agents on ShopBench Agent
82.3ASR-MVisual Inception
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Visual InceptionStealth=High, Temp.=Delay2026.04 | 82.3 | 85.1 | 4.2 | |
| AgentPoisonStealth=Med., Temp.=Immed.2026.04 | 67.8 | 71.2 | — | |
| CrossFireStealth=Med., Temp.=Immed.2026.04 | 61.2 | 64.8 | 3.5 | |
| MM-PoisonRAGStealth=Med., Temp.=Immed.2026.04 | 58.4 | 62.1 | 3.8 | |
| Medusa-styleStealth=Med., Temp.=Immed.2026.04 | 54.2 | 57.8 | 3.5 | |
| Standard PGDStealth=Low, Temp.=Immed.2026.04 | 28.5 | 31.2 | 2.1 |