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Adversarial Prompt Attack on Nudity concept

2.8ASRRing-A-Bell
-1.08825.15651.477.644Jan 30, 2026

Evaluation results

MethodLinks
Ring-A-BellUnlearning Method=AU2026.012.8
P4DUnlearning Method=AU2026.015.6
No AttackUnlearning Method=ESD2026.0121.1
No AttackUnlearning Method=AU2026.0121.1
UnlearnDiffAtkUnlearning Method=AU2026.0121.1
P4DUnlearning Method=ESD2026.0129.5
Ring-A-BellUnlearning Method=ESD2026.0149.2
P4DUnlearning Method=FMN2026.0164
UnlearnDiffAtkUnlearning Method=ESD2026.0180.2
ReLAPSe-MUnlearning Method=AU2026.0184.51
No AttackUnlearning Method=FMN2026.0188
ReLAPSe-MUnlearning Method=FMN2026.0190.85
ZIUMUnlearning Method=AU2026.0191.5
ReLAPSe-SUnlearning Method=AU2026.0193.66
Ring-A-BellUnlearning Method=FMN2026.0195.7
ReLAPSe-MUnlearning Method=ESD2026.0195.8
ZIUMUnlearning Method=ESD2026.0197.1
UnlearnDiffAtkUnlearning Method=FMN2026.0198.5
ZIUMUnlearning Method=FMN2026.0198.5
ReLAPSe-SUnlearning Method=ESD2026.01100
ReLAPSe-SUnlearning Method=FMN2026.01100