List your company
ResearchFormerly WizWand

Membership Inference Attack on AG News, WikiText-103, XSum, and Swallow-Code (held-out)

0.585AUCMin-K%++
0.569520.674010.77850.88299Apr 3, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Min-K%++Target Architecture=Transformer2026.040.585
ZlibTarget Architecture=Transformer2026.040.611
LossTarget Architecture=Transformer2026.040.622
Min-K%++Target Architecture=RWKV2026.040.706
Min-K%++Target Architecture=Mean2026.040.73
RefLossTarget Architecture=Transformer2026.040.76
ZlibTarget Architecture=RWKV2026.040.761
ZlibTarget Architecture=Mean2026.040.761
LossTarget Architecture=Mean2026.040.784
LossTarget Architecture=RWKV2026.040.786
RefLossTarget Architecture=RecurrentGemma2026.040.8
Min-K%++Target Architecture=RecurrentGemma2026.040.813
Min-K%++Target Architecture=Mamba2026.040.814
ZlibTarget Architecture=RecurrentGemma2026.040.836
ZlibTarget Architecture=Mamba2026.040.837
RefLossTarget Architecture=Mean2026.040.842
LossTarget Architecture=RecurrentGemma2026.040.86
LossTarget Architecture=Mamba2026.040.867
EZ-MIATarget Architecture=Transformer2026.040.887
RefLossTarget Architecture=Mamba2026.040.892
LT-MIATarget Architecture=Transformer2026.040.908
RefLossTarget Architecture=RWKV2026.040.915
EZ-MIATarget Architecture=RecurrentGemma2026.040.915
EZ-MIATarget Architecture=Mean2026.040.926
EZ-MIATarget Architecture=Mamba2026.040.931
LT-MIATarget Architecture=RecurrentGemma2026.040.936
LT-MIATarget Architecture=Mean2026.040.945
LT-MIATarget Architecture=Mamba2026.040.963
EZ-MIATarget Architecture=RWKV2026.040.971
LT-MIATarget Architecture=RWKV2026.040.972