Targeted Adversarial Attack (Victim: Claude 3.7) on NIPS 2017
18.5ASRTargeted to Claude 3.7
Evaluation Results
| Method | Links | |
|---|---|---|
| Targeted to Claude 3.7Attack budget (ε)=8/255, Surrogate models=ViT-H (DNF), ViT-SO400M (SigLIP), ViT-H (DataComp-1B)2026.06 | 18.5 | |
| Baseline (Eq. 13)Attack budget (ε)=8/255, Surrogate models=ViT-H (DNF), ViT-SO400M (SigLIP), ViT-H (DataComp-1B)2026.06 | 13.5 | |
| SSA-CWAAttack budget (ε)=8/255, Surrogate models=ViT-H (DNF), ViT-SO400M (SigLIP), ViT-H (DataComp-1B)2026.06 | 9.1 | |
| AnyAttackAttack budget (ε)=8/255, Surrogate models=ViT-H (DNF), ViT-SO400M (SigLIP), ViT-H (DataComp-1B)2026.06 | 7.8 | |
| Targeted to GPT-4oAttack budget (ε)=8/255, Surrogate models=ViT-H (DNF), ViT-SO400M (SigLIP), ViT-H (DataComp-1B)2026.06 | 4.5 |