Membership Inference Attack on TUH-EEG Record-level (test)
2,332TPR @ 0.1% FPRDTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DTSSetting=Online, Target Model=N-HiTS, Attack Model=LSTM2025.09 | 2,332 | 1,562 | |
| DTSSetting=Online, Target Model=N-HiTS, Attack Model=InceptionTime2025.09 | 2,239 | 1,581 | |
| Multi-Signal LiRASetting=Online, Target Model=N-HiTS2025.09 | 911 | 271 | |
| LiRASetting=Online, Target Model=N-HiTS, Signal=TS2Vec2025.09 | 741 | 264 | |
| LiRASetting=Online, Target Model=N-HiTS, Signal=MAE2025.09 | 673 | 135 | |
| LiRASetting=Online, Target Model=N-HiTS, Signal=MSE2025.09 | 402 | 19 | |
| Multi-Signal LiRASetting=Online, Target Model=LSTM2025.09 | 379 | 299 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=MAE2025.09 | 340 | 148 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=MSE2025.09 | 328 | 138 | |
| DTSSetting=Online, Target Model=LSTM, Attack Model=LSTM2025.09 | 297 | 215 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=TS2Vec2025.09 | 261 | 131 | |
| RMIASetting=Offline, Target Model=N-HiTS, Signal=Seasonality2025.09 | 237 | 97 | |
| DTSSetting=Offline, Target Model=N-HiTS, Attack Model=LSTM2025.09 | 209 | 67 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=Seasonality2025.09 | 208 | 74 | |
| RMIASetting=Online, Target Model=LSTM, Signal=MAE2025.09 | 202 | 36 | |
| RMIASetting=Online, Target Model=LSTM, Signal=MSE2025.09 | 190 | 16 | |
| RMIASetting=Online, Target Model=LSTM, Signal=TS2Vec2025.09 | 184 | 128 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=SMAPE2025.09 | 170 | 46 | |
| RMIASetting=Online, Target Model=LSTM, Signal=Seasonality2025.09 | 149 | 56 | |
| RMIASetting=Online, Target Model=LSTM, Signal=SMAPE2025.09 | 140 | 106 | |
| RMIASetting=Offline, Target Model=N-HiTS, Signal=MSE2025.09 | 124 | 0 | |
| RMIASetting=Online, Target Model=LSTM, Signal=Trend2025.09 | 119 | 58 | |
| RMIASetting=Offline, Target Model=N-HiTS, Signal=MAE2025.09 | 110 | 104 | |
| RMIASetting=Online, Target Model=N-HiTS, Signal=Trend2025.09 | 101 | 38 | |
| EnsembleTarget Model=N-HiTS, Signal=Trend2025.09 | 3 | 0 | |
| EnsembleTarget Model=N-HiTS, Signal=Seasonality2025.09 | 3 | 0 | |
| EnsembleTarget Model=LSTM, Signal=Trend2025.09 | 1 | 0 | |
| EnsembleTarget Model=N-HiTS, Signal=MSE2025.09 | 0 | 0 | |
| EnsembleTarget Model=N-HiTS, Signal=MAE2025.09 | 0 | 0 | |
| EnsembleTarget Model=N-HiTS, Signal=SMAPE2025.09 | 0 | 0 | |
| EnsembleTarget Model=N-HiTS, Signal=rSMAPE2025.09 | 0 | 0 | |
| EnsembleTarget Model=N-HiTS, Signal=TS2Vec2025.09 | 0 | 0 | |
| EnsembleTarget Model=LSTM, Signal=MSE2025.09 | 0 | 0 | |
| EnsembleTarget Model=LSTM, Signal=MAE2025.09 | 0 | 0 | |
| EnsembleTarget Model=LSTM, Signal=SMAPE2025.09 | 0 | 0 | |
| EnsembleTarget Model=LSTM, Signal=rSMAPE2025.09 | 0 | 0 | |
| EnsembleTarget Model=LSTM, Signal=Seasonality2025.09 | 0 | 0 | |
| EnsembleTarget Model=LSTM, Signal=TS2Vec2025.09 | 0 | 0 |