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ResearchFormerly WizWand

Membership Inference Attack on 4 datasets aggregate

29.2TPR @ 0.1% FPRLT-MIA
-0.2327.40915.0522.691Apr 3, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LT-MIAArchitecture=RWKV2026.0429.2
LT-MIATarget Architecture=RWKV2026.0429.2
EZ-MIAArchitecture=RWKV2026.0427.7
EZ-MIATarget Architecture=RWKV2026.0427.7
EZ-MIAArchitecture=Mamba2026.0424
LT-MIAArchitecture=Mamba2026.0424
EZ-MIATarget Architecture=Mamba2026.0424
LT-MIATarget Architecture=Mamba2026.0424
EZ-MIAArchitecture=RecurrentGemma2026.0422.6
EZ-MIATarget Architecture=RecurrentGemma2026.0422.6
LT-MIAArchitecture=Mean2026.0421.7
LT-MIATarget Architecture=Mean2026.0421.7
EZ-MIAArchitecture=Mean2026.0420.1
EZ-MIATarget Architecture=Mean2026.0420.1
LT-MIAArchitecture=Transformer2026.0417.1
LT-MIATarget Architecture=Transformer2026.0417.1
LT-MIAArchitecture=RecurrentGemma2026.0416.6
LT-MIATarget Architecture=RecurrentGemma2026.0416.6
LossArchitecture=Mamba2026.0415.1
LossTarget Architecture=Mamba2026.0415.1
RefLossArchitecture=Mamba2026.0414.8
RefLossTarget Architecture=Mamba2026.0414.8
LossArchitecture=RecurrentGemma2026.047.4
LossTarget Architecture=RecurrentGemma2026.047.4
RefLossArchitecture=Mean2026.046.6
RefLossTarget Architecture=Mean2026.046.6
LossArchitecture=Mean2026.046.5
LossTarget Architecture=Mean2026.046.5
EZ-MIAArchitecture=Transformer2026.046.1
EZ-MIATarget Architecture=Transformer2026.046.1
RefLossArchitecture=RWKV2026.045.6
RefLossTarget Architecture=RWKV2026.045.6
RefLossArchitecture=RecurrentGemma2026.044.6
RefLossTarget Architecture=RecurrentGemma2026.044.6
LossArchitecture=RWKV2026.042.7
LossTarget Architecture=RWKV2026.042.7
RefLossArchitecture=Transformer2026.041.4
RefLossTarget Architecture=Transformer2026.041.4
LossArchitecture=Transformer2026.040.9
LossTarget Architecture=Transformer2026.040.9