Membership Inference Attack on ELD
0.758ROC-AUCDTS-Online
Evaluation results
| Method | Links | |
|---|---|---|
| DTS-OnlineAttack Model Architecture=InceptionTime, Target Backbone=N-HiTS2025.09 | 0.758 | |
| DTS-OnlineAttack Model Architecture=LSTM, Target Backbone=N-HiTS2025.09 | 0.754 | |
| Multi-Signal LiRA-OnlineTarget Backbone=N-HiTS2025.09 | 0.703 | |
| Multi-Signal LiRA-OnlineTarget Backbone=LSTM2025.09 | 0.7 | |
| LiRA-OnlineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.682 | |
| LiRA-OnlineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.682 | |
| LiRA-OnlineSignal=MAE, Target Backbone=LSTM2025.09 | 0.681 | |
| LiRA-OnlineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.68 | |
| LiRA-OnlineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.672 | |
| LiRA-OnlineSignal=MSE, Target Backbone=LSTM2025.09 | 0.672 | |
| LiRA-OnlineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.672 | |
| RMIA-OnlineSignal=MAE, Target Backbone=LSTM2025.09 | 0.669 | |
| LiRA-OnlineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.669 | |
| LiRA-OnlineSignal=rSMAPE, Target Backbone=N-HiTS2025.09 | 0.668 | |
| DTS-OnlineAttack Model Architecture=LSTM, Target Backbone=LSTM2025.09 | 0.667 | |
| RMIA-OnlineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.666 | |
| LiRA-OnlineSignal=rSMAPE, Target Backbone=LSTM2025.09 | 0.666 | |
| RMIA-OnlineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.665 | |
| LiRA-OnlineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.661 | |
| RMIA-OnlineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.66 | |
| LiRA-OnlineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.66 | |
| RMIA-OnlineSignal=MSE, Target Backbone=LSTM2025.09 | 0.658 | |
| DTS-OnlineAttack Model Architecture=InceptionTime, Target Backbone=LSTM2025.09 | 0.658 | |
| RMIA-OnlineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.654 | |
| RMIA-OnlineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.648 | |
| RMIA-OnlineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.646 | |
| LiRA-OnlineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.646 | |
| RMIA-OnlineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.636 | |
| RMIA-OnlineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.628 | |
| RMIA-OfflineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.607 | |
| LiRA-OnlineSignal=Trend, Target Backbone=LSTM2025.09 | 0.602 | |
| RMIA-OfflineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.6 | |
| RMIA-OfflineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.599 | |
| RMIA-OfflineSignal=MSE, Target Backbone=LSTM2025.09 | 0.593 | |
| RMIA-OfflineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.593 | |
| RMIA-OfflineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.593 | |
| RMIA-OfflineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.592 | |
| RMIA-OnlineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.581 | |
| RMIA-OfflineSignal=MAE, Target Backbone=LSTM2025.09 | 0.58 | |
| DTS-OfflineAttack Model Architecture=LSTM, Target Backbone=N-HiTS2025.09 | 0.574 | |
| DTS-OfflineAttack Model Architecture=InceptionTime, Target Backbone=N-HiTS2025.09 | 0.56 | |
| RMIA-OnlineSignal=Trend, Target Backbone=LSTM2025.09 | 0.559 | |
| RMIA-OfflineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.558 | |
| RMIA-OfflineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.55 | |
| DTS-OfflineAttack Model Architecture=InceptionTime, Target Backbone=LSTM2025.09 | 0.55 | |
| DTS-OfflineAttack Model Architecture=LSTM, Target Backbone=LSTM2025.09 | 0.549 | |
| RMIA-OfflineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.537 | |
| RMIA-OfflineSignal=Trend, Target Backbone=LSTM2025.09 | 0.535 | |
| LiRA-OfflineSignal=rSMAPE, Target Backbone=N-HiTS2025.09 | 0.532 | |
| LiRA-OfflineSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.523 | |
| LiRA-OfflineSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.521 | |
| Multi-Signal LiRA-OfflineTarget Backbone=N-HiTS2025.09 | 0.517 | |
| LiRA-OfflineSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.51 | |
| Ensemble AttackSignal=MSE, Target Backbone=LSTM2025.09 | 0.509 | |
| Ensemble AttackSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.509 | |
| Ensemble AttackSignal=MSE, Target Backbone=N-HiTS2025.09 | 0.504 | |
| Ensemble AttackSignal=MAE, Target Backbone=N-HiTS2025.09 | 0.503 | |
| Ensemble AttackSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.502 | |
| Ensemble AttackSignal=MAE, Target Backbone=LSTM2025.09 | 0.5 | |
| LiRA-OfflineSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.5 | |
| Ensemble AttackSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.499 | |
| Ensemble AttackSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.496 | |
| Ensemble AttackSignal=Trend, Target Backbone=LSTM2025.09 | 0.496 | |
| LiRA-OfflineSignal=SMAPE, Target Backbone=N-HiTS2025.09 | 0.495 | |
| Ensemble AttackSignal=rSMAPE, Target Backbone=N-HiTS2025.09 | 0.493 | |
| LiRA-OfflineSignal=Trend, Target Backbone=N-HiTS2025.09 | 0.492 | |
| LiRA-OfflineSignal=rSMAPE, Target Backbone=LSTM2025.09 | 0.488 | |
| Ensemble AttackSignal=rSMAPE, Target Backbone=LSTM2025.09 | 0.484 | |
| Ensemble AttackSignal=Seasonality, Target Backbone=N-HiTS2025.09 | 0.484 | |
| Ensemble AttackSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.482 | |
| Ensemble AttackSignal=TS2Vec, Target Backbone=N-HiTS2025.09 | 0.477 | |
| LiRA-OfflineSignal=Trend, Target Backbone=LSTM2025.09 | 0.477 | |
| LiRA-OfflineSignal=MAE, Target Backbone=LSTM2025.09 | 0.469 | |
| LiRA-OfflineSignal=Seasonality, Target Backbone=LSTM2025.09 | 0.469 | |
| LiRA-OfflineSignal=TS2Vec, Target Backbone=LSTM2025.09 | 0.464 | |
| LiRA-OfflineSignal=MSE, Target Backbone=LSTM2025.09 | 0.461 | |
| LiRA-OfflineSignal=SMAPE, Target Backbone=LSTM2025.09 | 0.461 | |
| Multi-Signal LiRA-OfflineTarget Backbone=LSTM2025.09 | 0.459 |