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Model Fingerprinting on CIFAR-10 (AUC)

95.7AUCAnaFP
-3.80222.0302547.862573.69475Mar 22, 2026Mar 23, 2026Mar 24, 2026Mar 25, 2026Mar 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AnaFPModel Architecture=CNN2026.0395.7
ADV-TRAModel Architecture=CNN2026.0387.8
UAPModel Architecture=CNN2026.0385
GMFIPModel Architecture=CNN2026.0381.4
AKHModel Architecture=CNN2026.0372.3
IPGuardModel Architecture=CNN2026.0371.5
MarginFingerModel Architecture=CNN2026.0367.1
ADV-TRAModification Attack=FT, Backbone=ResNet-182026.031
ADV-TRAModification Attack=PR, Backbone=ResNet-182026.031
IrisFPModification Attack=PR, Backbone=ResNet-182026.031
UAPModification Attack=PR, Backbone=ResNet-182026.030.998
IPGuardModification Attack=PR, Backbone=ResNet-182026.030.997
IrisFPModification Attack=NFT, Backbone=ResNet-182026.030.968
IrisFPModification Attack=PFT, Backbone=ResNet-182026.030.965
ADV-TRAModification Attack=NFT, Backbone=ResNet-182026.030.962
ADV-TRAModification Attack=PFT, Backbone=ResNet-182026.030.959
IrisFPModification Attack=FT, Backbone=ResNet-182026.030.954
IrisFPProtected Model=MobileNet-V22026.030.936
IrisFPModification Attack=AT, Backbone=ResNet-182026.030.929
AKHModification Attack=FT, Backbone=ResNet-182026.030.921
IrisFPProtected Model=ResNet-182026.030.893
AKHModification Attack=PR, Backbone=ResNet-182026.030.876
UAPModification Attack=NFT, Backbone=ResNet-182026.030.868
AKHProtected Model=MobileNet-V22026.030.86
UAPModification Attack=PFT, Backbone=ResNet-182026.030.856
ADV-TRAProtected Model=MobileNet-V22026.030.824
IPGuardProtected Model=MobileNet-V22026.030.821
UAPModification Attack=FT, Backbone=ResNet-182026.030.809
ADV-TRAModification Attack=KD, Backbone=ResNet-182026.030.805
ADV-TRAProtected Model=ResNet-182026.030.799
UAPProtected Model=MobileNet-V22026.030.749
AKHModification Attack=NFT, Backbone=ResNet-182026.030.733
UAPProtected Model=ResNet-182026.030.732
IPGuardModification Attack=NFT, Backbone=ResNet-182026.030.724
UAPModification Attack=KD, Backbone=ResNet-182026.030.722
AKHProtected Model=ResNet-182026.030.71
AKHModification Attack=PFT, Backbone=ResNet-182026.030.701
IPGuardModification Attack=PFT, Backbone=ResNet-182026.030.687
IPGuardProtected Model=ResNet-182026.030.675
IPGuardModification Attack=FT, Backbone=ResNet-182026.030.656
AKHModification Attack=KD, Backbone=ResNet-182026.030.621
IrisFPModification Attack=KD, Backbone=ResNet-182026.030.616
AKHModification Attack=AT, Backbone=ResNet-182026.030.531
IPGuardModification Attack=KD, Backbone=ResNet-182026.030.515
IPGuardModification Attack=AT, Backbone=ResNet-182026.030.511
UAPModification Attack=AT, Backbone=ResNet-182026.030.346
ADV-TRAModification Attack=AT, Backbone=ResNet-182026.030.025