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ResearchFormerly WizWand

Backdoor Defense on Short Prompt Dataset

100ASR (CLIP)PEPPER
-4235077Nov 20, 2025
Updated 7mo ago

Evaluation results

MethodLinks
PEPPERAttack Category=VD, Trigger=latte coffee2025.1110010032.41
T2IShieldAttack Category=TI, Trigger=beautiful car2025.1110010055.12
T2IShieldAttack Category=VD, Trigger=[V]2025.11999952.48
UFIDAttack Category=EE, Trigger=beautiful cat2025.119911—
UFIDAttack Category=RR, Trigger=U+0B202025.119872—
UFIDAttack Category=EE, Trigger=mb pen2025.11978—
T2IShieldAttack Category=TI, Trigger=[V]2025.11933817.56
UFIDAttack Category=RR, Trigger=U+05852025.118685—
UFIDAttack Category=TI, Trigger=beautiful car2025.11820—
UFIDAttack Category=TI, Trigger=[V]2025.11822—
T2IShieldAttack Category=RR, Trigger=U+05852025.11717111.94
T2IShieldAttack Category=VD, Trigger=latte coffee2025.11664129.47
T2IShieldAttack Category=VD, Trigger=sks2025.11635325.44
UFIDAttack Category=VD, Trigger=[V]2025.11580—
T2IShieldAttack Category=RR, Trigger=U+0B202025.11524612
T2IShieldAttack Category=EE, Trigger=mb pen2025.11511560.87
PEPPERAttack Category=EE, Trigger=beautiful cat2025.11322150.38
T2IShieldAttack Category=EE, Trigger=beautiful cat2025.1127922.19
PEPPERAttack Category=VD, Trigger=[V]2025.1110874.8
PEPPERAttack Category=TI, Trigger=[V]2025.111136.33
PEPPERAttack Category=EE, Trigger=mb pen2025.111037.95
PEPPERAttack Category=RR, Trigger=U+0B202025.110027.03
PEPPERAttack Category=RR, Trigger=U+05852025.110027.03
UFIDAttack Category=VD, Trigger=latte coffee2025.1100—
UFIDAttack Category=VD, Trigger=sks2025.1100—
PEPPERAttack Category=VD, Trigger=sks2025.110034.72
PEPPERAttack Category=TI, Trigger=beautiful car2025.110033.54