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ResearchFormerly WizWand

Concept Unlearning on P4D

0.0027P4DTRUST (CIP loss)
-0.0367520.2295490.495850.762151Feb 8, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TRUST (CIP loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.020.0027
TRUST (CSR loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.020.0046
MACEWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.020.146
RECEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.020.38
SAFREEWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.020.384
SAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.020.623
UCEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.020.667
SLD-MaxWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.020.742
ESDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.020.75
SLD-StrongWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.020.861
CAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.020.927
SDIDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.020.931
SLD-MediumWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.020.934
SD-v1.5Weights Modification=-, Training-Free=-, Preservation integrated=-2026.020.989