Membership Inference Attack on TUH-EEG
0.884ROC AUCDTS-Online
Evaluation results
| Method | Links | |
|---|---|---|
| DTS-OnlineAttack Model Architecture=LSTM, Target Backbone=N-HiTS2025.09 | 0.884 | |
| DTS-OnlineAttack Model Architecture=InceptionTime, Target Backbone=N-HiTS2025.09 | 0.866 | |
| Multi-Signal LiRA-OnlineTarget Backbone=N-HiTS2025.09 | 0.847 | |
| LiRA-OnlineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.822 | |
| LiRA-OnlineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.821 | |
| LiRA-OnlineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.816 | |
| LiRA-OnlineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.811 | |
| LiRA-OnlineSignal=rSMAPE, Target Backbone=N-HiTS2025.09 | 0.801 | |
| LiRA-OnlineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.796 | |
| RMIA-OnlineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.782 | |
| RMIA-OnlineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.778 | |
| RMIA-OnlineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.775 | |
| RMIA-OfflineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.748 | |
| RMIA-OnlineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.747 | |
| RMIA-OnlineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.744 | |
| RMIA-OfflineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.744 | |
| RMIA-OfflineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.724 | |
| RMIA-OfflineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.706 | |
| LiRA-OnlineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.697 | |
| RMIA-OfflineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.665 | |
| Multi-Signal LiRA-OnlineTarget Backbone=LSTM2025.09 | 0.661 | |
| DTS-OfflineAttack Model Architecture=InceptionTime, Target Backbone=N-HiTS2025.09 | 0.66 | |
| LiRA-OnlineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.655 | |
| DTS-OfflineAttack Model Architecture=LSTM, Target Backbone=N-HiTS2025.09 | 0.653 | |
| LiRA-OnlineSignal=rSMAPE, Target Backbone=LSTM2025.09 | 0.65 | |
| LiRA-OnlineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.647 | |
| LiRA-OnlineSignal=MAE, Target Backbone=LSTM2025.09 | 0.646 | |
| LiRA-OnlineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.646 | |
| LiRA-OnlineSignal=MSE, Target Backbone=LSTM2025.09 | 0.64 | |
| RMIA-OfflineSignal=MAE, Target Backbone=LSTM2025.09 | 0.637 | |
| DTS-OnlineAttack Model Architecture=LSTM, Target Backbone=LSTM2025.09 | 0.637 | |
| RMIA-OfflineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.634 | |
| RMIA-OfflineSignal=MSE, Target Backbone=LSTM2025.09 | 0.631 | |
| RMIA-OfflineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.622 | |
| RMIA-OnlineSignal=MAE, Target Backbone=LSTM2025.09 | 0.614 | |
| RMIA-OnlineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.614 | |
| RMIA-OnlineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.61 | |
| RMIA-OnlineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.609 | |
| RMIA-OnlineSignal=MSE, Target Backbone=LSTM2025.09 | 0.602 | |
| DTS-OnlineAttack Model Architecture=InceptionTime, Target Backbone=LSTM2025.09 | 0.597 | |
| RMIA-OnlineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.594 | |
| RMIA-OfflineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.588 | |
| RMIA-OfflineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.588 | |
| LiRA-OfflineSignal=rSMAPE, Target Backbone=N-HiTS2025.09 | 0.563 | |
| Ensemble AttackSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.555 | |
| LiRA-OnlineSignal=Trend, Target Backbone=LSTM2025.09 | 0.552 | |
| RMIA-OfflineSignal=Trend, Target Backbone=LSTM2025.09 | 0.551 | |
| Ensemble AttackSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.546 | |
| Ensemble AttackSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.538 | |
| Ensemble AttackSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.537 | |
| Ensemble AttackSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.532 | |
| Ensemble AttackSignal=MAE, Target Backbone=LSTM2025.09 | 0.532 | |
| Ensemble AttackSignal=MSE, Target Backbone=LSTM2025.09 | 0.53 | |
| Ensemble AttackSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.529 | |
| DTS-OfflineAttack Model Architecture=LSTM, Target Backbone=LSTM2025.09 | 0.529 | |
| RMIA-OnlineSignal=Trend, Target Backbone=LSTM2025.09 | 0.527 | |
| LiRA-OfflineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.521 | |
| LiRA-OfflineSignal=rSMAPE, Target Backbone=LSTM2025.09 | 0.518 | |
| Ensemble AttackSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.507 | |
| Ensemble AttackSignal=Trend, Target Backbone=LSTM2025.09 | 0.506 | |
| LiRA-OfflineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.506 | |
| DTS-OfflineAttack Model Architecture=InceptionTime, Target Backbone=LSTM2025.09 | 0.504 | |
| Ensemble AttackSignal=rSMAPE, Target Backbone=LSTM2025.09 | 0.499 | |
| Ensemble AttackSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.495 | |
| LiRA-OfflineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.495 | |
| LiRA-OfflineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.495 | |
| Ensemble AttackSignal=rSMAPE, Target Backbone=N-HiTS2025.09 | 0.494 | |
| Multi-Signal LiRA-OfflineTarget Backbone=N-HiTS2025.09 | 0.492 | |
| Ensemble AttackSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.491 | |
| LiRA-OfflineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.486 | |
| LiRA-OfflineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.48 | |
| LiRA-OfflineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.476 | |
| LiRA-OfflineSignal=MAE, Target Backbone=LSTM2025.09 | 0.474 | |
| LiRA-OfflineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.47 | |
| Multi-Signal LiRA-OfflineTarget Backbone=LSTM2025.09 | 0.469 | |
| LiRA-OfflineSignal=Trend, Target Backbone=LSTM2025.09 | 0.459 | |
| LiRA-OfflineSignal=MSE, Target Backbone=LSTM2025.09 | 0.445 | |
| LiRA-OfflineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.44 |