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ResearchFormerly WizWand

Membership Inference Attack on ELD user-level (test)

73TPR @ 0% FPRRMIA
-2.9216.7936.556.21Sep 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RMIATarget Model=N-HiTS, Setting=Online, Signal=Seasonality2025.0973
DTSTarget Model=N-HiTS, Setting=Online, Attack Model=InceptionTime2025.0965
RMIATarget Model=N-HiTS, Setting=Online, Signal=TS2Vec2025.0964
RMIATarget Model=N-HiTS, Setting=Online, Signal=MAE2025.0959
DTSTarget Model=N-HiTS, Setting=Online, Attack Model=LSTM2025.0956
LiRATarget Model=N-HiTS, Setting=Online, Signal=rSMAPE2025.0953
LiRATarget Model=N-HiTS, Setting=Online, Signal=Trend2025.0950
LiRATarget Model=N-HiTS, Setting=Online, Signal=MAE2025.0949
LiRATarget Model=N-HiTS, Setting=Online, Signal=Seasonality2025.0949
LiRATarget Model=N-HiTS, Setting=Online, Signal=TS2Vec2025.0948
Multi-Signal LiRATarget Model=N-HiTS, Setting=Online2025.0948
RMIATarget Model=N-HiTS, Setting=Online, Signal=SMAPE2025.0947
RMIATarget Model=N-HiTS, Setting=Online, Signal=MSE2025.0944
LiRATarget Model=N-HiTS, Setting=Online, Signal=MSE2025.0943
LiRATarget Model=N-HiTS, Setting=Online, Signal=SMAPE2025.0943
LiRATarget Model=LSTM, Setting=Online, Signal=rSMAPE2025.0938
LiRATarget Model=LSTM, Setting=Online, Signal=MAE2025.0935
LiRATarget Model=LSTM, Setting=Online, Signal=Seasonality2025.0934
Multi-Signal LiRATarget Model=LSTM, Setting=Online2025.0934
DTSTarget Model=LSTM, Setting=Online, Attack Model=LSTM2025.0934
LiRATarget Model=LSTM, Setting=Online, Signal=TS2Vec2025.0933
LiRATarget Model=LSTM, Setting=Online, Signal=MSE2025.0929
LiRATarget Model=LSTM, Setting=Online, Signal=SMAPE2025.0929
LiRATarget Model=LSTM, Setting=Online, Signal=Trend2025.0927
DTSTarget Model=LSTM, Setting=Online, Attack Model=InceptionTime2025.0924
RMIATarget Model=N-HiTS, Setting=Online, Signal=Trend2025.0921
RMIATarget Model=LSTM, Setting=Online, Signal=MSE2025.0919
RMIATarget Model=LSTM, Setting=Online, Signal=Seasonality2025.0919
RMIATarget Model=LSTM, Setting=Online, Signal=TS2Vec2025.0918
RMIATarget Model=LSTM, Setting=Online, Signal=MAE2025.0916
RMIATarget Model=LSTM, Setting=Online, Signal=SMAPE2025.0916
DTSTarget Model=N-HiTS, Setting=Offline, Attack Model=LSTM2025.0913
RMIATarget Model=LSTM, Setting=Online, Signal=Trend2025.0913
LiRATarget Model=N-HiTS, Setting=Offline, Signal=rSMAPE2025.0912
DTSTarget Model=N-HiTS, Setting=Offline, Attack Model=InceptionTime2025.0911
LiRATarget Model=N-HiTS, Setting=Offline, Signal=SMAPE2025.0910
LiRATarget Model=N-HiTS, Setting=Offline, Signal=Seasonality2025.0910
Multi-Signal LiRATarget Model=N-HiTS, Setting=Offline2025.0910
Ensemble AttackTarget Model=N-HiTS, Signal=Seasonality2025.099
LiRATarget Model=N-HiTS, Setting=Offline, Signal=MAE2025.099
LiRATarget Model=N-HiTS, Setting=Offline, Signal=TS2Vec2025.099
LiRATarget Model=LSTM, Setting=Offline, Signal=rSMAPE2025.099
DTSTarget Model=LSTM, Setting=Offline, Attack Model=LSTM2025.099
Ensemble AttackTarget Model=N-HiTS, Signal=MSE2025.098
RMIATarget Model=N-HiTS, Setting=Offline, Signal=MAE2025.098
RMIATarget Model=N-HiTS, Setting=Offline, Signal=SMAPE2025.098
LiRATarget Model=LSTM, Setting=Offline, Signal=SMAPE2025.098
LiRATarget Model=LSTM, Setting=Offline, Signal=Seasonality2025.098
Multi-Signal LiRATarget Model=LSTM, Setting=Offline2025.098
RMIATarget Model=N-HiTS, Setting=Offline, Signal=MSE2025.097
RMIATarget Model=N-HiTS, Setting=Offline, Signal=Seasonality2025.097
RMIATarget Model=N-HiTS, Setting=Offline, Signal=TS2Vec2025.097
RMIATarget Model=LSTM, Setting=Offline, Signal=TS2Vec2025.097
LiRATarget Model=LSTM, Setting=Offline, Signal=MAE2025.097
LiRATarget Model=LSTM, Setting=Offline, Signal=TS2Vec2025.097
Ensemble AttackTarget Model=N-HiTS, Signal=MAE2025.096
RMIATarget Model=N-HiTS, Setting=Offline, Signal=Trend2025.096
LiRATarget Model=N-HiTS, Setting=Offline, Signal=Trend2025.096
Ensemble AttackTarget Model=LSTM, Signal=Seasonality2025.096
RMIATarget Model=LSTM, Setting=Offline, Signal=MSE2025.096
RMIATarget Model=LSTM, Setting=Offline, Signal=Trend2025.096
DTSTarget Model=LSTM, Setting=Offline, Attack Model=InceptionTime2025.096
Ensemble AttackTarget Model=N-HiTS, Signal=Trend2025.095
Ensemble AttackTarget Model=LSTM, Signal=MAE2025.095
RMIATarget Model=LSTM, Setting=Offline, Signal=MAE2025.095
RMIATarget Model=LSTM, Setting=Offline, Signal=Seasonality2025.095
LiRATarget Model=LSTM, Setting=Offline, Signal=Trend2025.095
LiRATarget Model=N-HiTS, Setting=Offline, Signal=MSE2025.094
Ensemble AttackTarget Model=LSTM, Signal=MSE2025.094
RMIATarget Model=LSTM, Setting=Offline, Signal=SMAPE2025.094
Ensemble AttackTarget Model=N-HiTS, Signal=rSMAPE2025.093
Ensemble AttackTarget Model=LSTM, Signal=SMAPE2025.093
Ensemble AttackTarget Model=LSTM, Signal=TS2Vec2025.093
LiRATarget Model=LSTM, Setting=Offline, Signal=MSE2025.093
Ensemble AttackTarget Model=N-HiTS, Signal=SMAPE2025.092
Ensemble AttackTarget Model=N-HiTS, Signal=TS2Vec2025.092
Ensemble AttackTarget Model=LSTM, Signal=Trend2025.092
Ensemble AttackTarget Model=LSTM, Signal=rSMAPE2025.090