Adversarial Attack on E-ShopBench
82ASR (white-box)PriceBlind
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PriceBlind2026.04 | 82 | 41 | 39 | — | — | |
| X-Transfer2026.04 | 76 | 36 | 32 | — | — | |
| AdvDiffVLM2026.04 | 73 | 33 | 30 | — | — | |
| SSA2026.04 | 71 | 29 | 25 | — | — | |
| DI-FGSM2026.04 | 69 | 22 | 20 | — | — | |
| MI-FGSM2026.04 | 65 | 18 | 16 | — | — | |
| Pop-up Attack2026.04 | 45 | 22 | 20 | — | — | |
| Adv. Pop-upVictim Agent=Mobile-Agent-v2, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 45 | |
| cleanVictim Agent=Mobile-Agent-v2, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 4 | |
| cleanVictim Agent=AppAgent, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 4 | |
| PriceBlindVictim Agent=Mobile-Agent-v2, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 82 | |
| PriceBlindVictim Agent=AppAgent, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 79 | |
| Random NoiseVictim Agent=Mobile-Agent-v2, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 7 | |
| TypographicVictim Agent=Mobile-Agent-v2, Attack Budget (epsilon)=8/2552026.04 | — | — | — | — | 32 |