Membership Inference Attack on TUH-EEG User-level (test)
100TPR @ 0% FPRRMIA
Evaluation Results
| Method | Links | |
|---|---|---|
| RMIASetting=Online, Target Model=N-HiTS, Signal=MSE2025.09 | 100 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=MAE2025.09 | 100 | |
| LiRASetting=Online, Target Model=N-HiTS, Signal=MSE2025.09 | 100 | |
| Multi-Signal LiRASetting=Online, Target Model=N-HiTS2025.09 | 100 | |
| DTSSetting=Online, Target Model=N-HiTS, Attack Model=LSTM2025.09 | 96 | |
| RMIASetting=Online, Target Model=LSTM, Signal=MAE2025.09 | 41 | |
| LiRASetting=Online, Target Model=LSTM, Signal=rSMAPE2025.09 | 35 | |
| DTSSetting=Online, Target Model=LSTM, Attack Model=LSTM2025.09 | 30 | |
| DTSSetting=Offline, Target Model=N-HiTS, Attack Model=LSTM2025.09 | 27 | |
| RMIASetting=Offline, Target Model=LSTM, Signal=TS2Vec2025.09 | 19 | |
| EnsembleTarget Model=N-HiTS, Signal=TS2Vec2025.09 | 15 |