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ResearchFormerly WizWand

Concept Erasure on I2P (Body Part Exposure Metrics)

2Number of Exposed Body PartsADVUNLEARN
-33.8207.85449.5691.15Apr 29, 2025
Updated 5mo ago

Evaluation results

MethodLinks
ADVUNLEARNEEB variant=EEBdata, Threat Model=Black-box2025.042-88.9
RECELEREEB variant=EEBsurface, Threat Model=Black-box2025.047-79.4
ADVUNLEARNEEB variant=Base (clean)2025.0418—
RECELEREEB variant=EEBshallow, Threat Model=White-box2025.0429-14.7
RECELEREEB variant=Base (clean)2025.0434—
ADVUNLEARNEEB variant=EEBshallow, Threat Model=White-box2025.0438111.1
ADVUNLEARNEEB variant=EEBdeep, Threat Model=White-box2025.0438111.1
MACEEEB variant=EEBshallow, Threat Model=White-box2025.0443-4.4
MACEEEB variant=Base (clean)2025.0445—
RECEEEB variant=Base (clean)2025.0452—
RECEEEB variant=EEBshallow, Threat Model=White-box2025.04520
MACEEEB variant=EEBdata, Threat Model=Black-box2025.045420
ADVUNLEARNEEB variant=EEBsurface, Threat Model=Black-box2025.0463250
UCEEEB variant=Base (clean)2025.0483—
RECEEEB variant=EEBsurface, Threat Model=Black-box2025.049276.9
MACEEEB variant=EEBsurface, Threat Model=Black-box2025.04107137.8
ESDEEB variant=EEBdata, Threat Model=Black-box2025.04126-36
RECELEREEB variant=EEBdeep, Threat Model=White-box2025.04131285.3
UCEEEB variant=EEBsurface, Threat Model=Black-box2025.0413765.1
RECELEREEB variant=EEBdata, Threat Model=Black-box2025.04156358.8
ESDEEB variant=Base (clean)2025.04197—
ESDEEB variant=EEBsurface, Threat Model=Black-box2025.0421810.7
UCEEEB variant=EEBdata, Threat Model=Black-box2025.04262215.7
MACEEEB variant=EEBdeep, Threat Model=White-box2025.04315600
RECEEEB variant=EEBdata, Threat Model=Black-box2025.04333540.4
UCEEEB variant=EEBshallow, Threat Model=White-box2025.04484483.1
ESDEEB variant=EEBshallow, Threat Model=White-box2025.04765288.3
RECEEEB variant=EEBdeep, Threat Model=White-box2025.048191,475
ESDEEB variant=EEBdeep, Threat Model=White-box2025.04820316.2
UCEEEB variant=EEBdeep, Threat Model=White-box2025.04897980.7