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ResearchFormerly WizWand

Model Fingerprinting on MNIST (AUC)

0.985AUCIrisFP
0.030280.278140.5260.77386Mar 22, 2026Mar 23, 2026Mar 24, 2026Mar 25, 2026Mar 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
IrisFPModification Attack=FT, Backbone=ResNet-182026.030.985
IrisFPModification Attack=NFT, Backbone=ResNet-182026.030.985
IrisFPModification Attack=PFT, Backbone=ResNet-182026.030.983
AKHModification Attack=FT, Backbone=ResNet-182026.030.98
ADV-TRAModification Attack=NFT, Backbone=ResNet-182026.030.976
ADV-TRAModification Attack=PFT, Backbone=ResNet-182026.030.975
UAPModification Attack=FT, Backbone=ResNet-182026.030.966
IrisFPModification Attack=PR, Backbone=ResNet-182026.030.966
ADV-TRAModification Attack=FT, Backbone=ResNet-182026.030.965
AnaFPModel Architecture=MLP2026.030.963
UAPModification Attack=NFT, Backbone=ResNet-182026.030.959
UAPModification Attack=AT, Backbone=ResNet-182026.030.946
AKHModification Attack=NFT, Backbone=ResNet-182026.030.92
AKHModification Attack=PFT, Backbone=ResNet-182026.030.915
UAPModel Architecture=MLP2026.030.906
GMFIPModel Architecture=MLP2026.030.892
UAPModification Attack=PFT, Backbone=ResNet-182026.030.892
ADV-TRAModel Architecture=MLP2026.030.887
IrisFPProtected Model=MobileNet-V22026.030.876
IPGuardModel Architecture=MLP2026.030.873
IrisFPProtected Model=ResNet-182026.030.854
AKHModel Architecture=MLP2026.030.851
AKHModification Attack=AT, Backbone=ResNet-182026.030.837
AKHProtected Model=ResNet-182026.030.82
AKHProtected Model=MobileNet-V22026.030.805
AKHModification Attack=PR, Backbone=ResNet-182026.030.797
UAPProtected Model=ResNet-182026.030.789
ADV-TRAModification Attack=PR, Backbone=ResNet-182026.030.753
ADV-TRAProtected Model=ResNet-182026.030.753
AKHModification Attack=KD, Backbone=ResNet-182026.030.745
UAPProtected Model=MobileNet-V22026.030.743
IPGuardModification Attack=PR, Backbone=ResNet-182026.030.733
ADV-TRAProtected Model=MobileNet-V22026.030.72
IrisFPModification Attack=AT, Backbone=ResNet-182026.030.704
MarginFingerModel Architecture=MLP2026.030.653
IPGuardProtected Model=MobileNet-V22026.030.634
UAPModification Attack=PR, Backbone=ResNet-182026.030.63
IPGuardModification Attack=KD, Backbone=ResNet-182026.030.624
ADV-TRAModification Attack=KD, Backbone=ResNet-182026.030.485
ADV-TRAModification Attack=AT, Backbone=ResNet-182026.030.475
IPGuardProtected Model=ResNet-182026.030.471
IrisFPModification Attack=KD, Backbone=ResNet-182026.030.467
IPGuardModification Attack=NFT, Backbone=ResNet-182026.030.456
UAPModification Attack=KD, Backbone=ResNet-182026.030.455
IPGuardModification Attack=PFT, Backbone=ResNet-182026.030.432
IPGuardModification Attack=FT, Backbone=ResNet-182026.030.378
IPGuardModification Attack=AT, Backbone=ResNet-182026.030.067