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Adversarial Robustness in Concept Erasing on Ring-A-Bell K-16, K-38, K-77

0.9579K-16 ScoreSD1.4
-0.0383160.2203170.478950.737583Feb 23, 2026

Evaluation results

MethodLinks
SD1.42026.020.95790.95790.8947
ESDWeight Modification=true, Training based=true2026.020.78950.81050.7474
CAWeight Modification=true, Training based=true2026.020.52630.57890.4947
SAFREEWeight Modification=false, Training based=false2026.020.47370.40.2632
SHSWeight Modification=true, Training based=true2026.020.11580.07370.0632
UCEWeight Modification=true, Training based=false2026.020.06320.03160.0632
Diff-QWeight Modification=true, Training based=false2026.020.06320.04210.0526
TraSCEWeight Modification=false, Training based=false2026.020.04210.03160
MACEWeight Modification=true, Training based=true2026.020.03160.06320.0211
EdiffWeight Modification=true, Training based=true2026.020.02110.02110.0105
RECEWeight Modification=true, Training based=false2026.020.010500.0105
HiRM-SWeight Modification=true, Training based=true2026.020.01050.01050
SALUNWeight Modification=true, Training based=true2026.0200.01050.0211
HiRM-RWeight Modification=true, Training based=true2026.0200.02110