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ResearchFormerly WizWand

Membership Inference Attack on TUH-EEG Record-level (test)

2,332TPR @ 0.1% FPRDTS
-93.28536.361,1661,795.64Sep 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DTSSetting=Online, Target Model=N-HiTS, Attack Model=LSTM2025.092,3321,562
DTSSetting=Online, Target Model=N-HiTS, Attack Model=InceptionTime2025.092,2391,581
Multi-Signal LiRASetting=Online, Target Model=N-HiTS2025.09911271
LiRASetting=Online, Target Model=N-HiTS, Signal=TS2Vec2025.09741264
LiRASetting=Online, Target Model=N-HiTS, Signal=MAE2025.09673135
LiRASetting=Online, Target Model=N-HiTS, Signal=MSE2025.0940219
Multi-Signal LiRASetting=Online, Target Model=LSTM2025.09379299
RMIASetting=Online, Target Model=N-HiTS, Signal=MAE2025.09340148
RMIASetting=Online, Target Model=N-HiTS, Signal=MSE2025.09328138
DTSSetting=Online, Target Model=LSTM, Attack Model=LSTM2025.09297215
RMIASetting=Online, Target Model=N-HiTS, Signal=TS2Vec2025.09261131
RMIASetting=Offline, Target Model=N-HiTS, Signal=Seasonality2025.0923797
DTSSetting=Offline, Target Model=N-HiTS, Attack Model=LSTM2025.0920967
RMIASetting=Online, Target Model=N-HiTS, Signal=Seasonality2025.0920874
RMIASetting=Online, Target Model=LSTM, Signal=MAE2025.0920236
RMIASetting=Online, Target Model=LSTM, Signal=MSE2025.0919016
RMIASetting=Online, Target Model=LSTM, Signal=TS2Vec2025.09184128
RMIASetting=Online, Target Model=N-HiTS, Signal=SMAPE2025.0917046
RMIASetting=Online, Target Model=LSTM, Signal=Seasonality2025.0914956
RMIASetting=Online, Target Model=LSTM, Signal=SMAPE2025.09140106
RMIASetting=Offline, Target Model=N-HiTS, Signal=MSE2025.091240
RMIASetting=Online, Target Model=LSTM, Signal=Trend2025.0911958
RMIASetting=Offline, Target Model=N-HiTS, Signal=MAE2025.09110104
RMIASetting=Online, Target Model=N-HiTS, Signal=Trend2025.0910138
EnsembleTarget Model=N-HiTS, Signal=Trend2025.0930
EnsembleTarget Model=N-HiTS, Signal=Seasonality2025.0930
EnsembleTarget Model=LSTM, Signal=Trend2025.0910
EnsembleTarget Model=N-HiTS, Signal=MSE2025.0900
EnsembleTarget Model=N-HiTS, Signal=MAE2025.0900
EnsembleTarget Model=N-HiTS, Signal=SMAPE2025.0900
EnsembleTarget Model=N-HiTS, Signal=rSMAPE2025.0900
EnsembleTarget Model=N-HiTS, Signal=TS2Vec2025.0900
EnsembleTarget Model=LSTM, Signal=MSE2025.0900
EnsembleTarget Model=LSTM, Signal=MAE2025.0900
EnsembleTarget Model=LSTM, Signal=SMAPE2025.0900
EnsembleTarget Model=LSTM, Signal=rSMAPE2025.0900
EnsembleTarget Model=LSTM, Signal=Seasonality2025.0900
EnsembleTarget Model=LSTM, Signal=TS2Vec2025.0900