Membership Inference Attack on ELD record-level (test)
6.66TPR @ 0.1% FPRDTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DTSTarget Model=N-HiTS, Setting=Online, Attack Model=InceptionTime2025.09 | 6.66 | 2.94 | |
| DTSTarget Model=N-HiTS, Setting=Online, Attack Model=LSTM2025.09 | 6.34 | 2.77 | |
| DTSTarget Model=LSTM, Setting=Online, Attack Model=LSTM2025.09 | 4.78 | 2.57 | |
| DTSTarget Model=LSTM, Setting=Online, Attack Model=InceptionTime2025.09 | 4.49 | 2.4 | |
| Multi-Signal LiRATarget Model=LSTM, Setting=Online2025.09 | 4.15 | 2.29 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=TS2Vec2025.09 | 3.5 | 1.68 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=Seasonality2025.09 | 3.46 | 1.43 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=MAE2025.09 | 3.29 | 1.47 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=rSMAPE2025.09 | 3.1 | 0.93 | |
| Multi-Signal LiRATarget Model=N-HiTS, Setting=Online2025.09 | 2.32 | 0.85 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=MSE2025.09 | 2.26 | 0.84 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=SMAPE2025.09 | 2.18 | 0.78 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=TS2Vec2025.09 | 2.16 | 0.88 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=Seasonality2025.09 | 2.02 | 0.76 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=MAE2025.09 | 1.99 | 0.65 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=rSMAPE2025.09 | 1.94 | 0.59 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=SMAPE2025.09 | 1.5 | 0.46 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=Trend2025.09 | 1.34 | 0.45 | |
| RMIATarget Model=LSTM, Setting=Offline, Signal=MAE2025.09 | 1.29 | 0.03 | |
| RMIATarget Model=LSTM, Setting=Offline, Signal=MSE2025.09 | 1.28 | 0.26 | |
| RMIATarget Model=N-HiTS, Setting=Online, Signal=MAE2025.09 | 1.19 | 0.26 | |
| LiRATarget Model=LSTM, Setting=Online, Signal=Trend2025.09 | 1.17 | 0.31 | |
| RMIATarget Model=LSTM, Setting=Online, Signal=MSE2025.09 | 1.16 | 0.15 | |
| RMIATarget Model=N-HiTS, Setting=Online, Signal=MSE2025.09 | 1.12 | 0.31 | |
| LiRATarget Model=N-HiTS, Setting=Online, Signal=MSE2025.09 | 1.06 | 0.28 | |
| RMIATarget Model=LSTM, Setting=Online, Signal=MAE2025.09 | 1 | 0.13 | |
| RMIATarget Model=N-HiTS, Setting=Online, Signal=Seasonality2025.09 | 0.97 | 0.04 | |
| RMIATarget Model=N-HiTS, Setting=Offline, Signal=Seasonality2025.09 | 0.89 | 0.31 | |
| RMIATarget Model=N-HiTS, Setting=Online, Signal=TS2Vec2025.09 | 0.79 | 0.03 | |
| DTSTarget Model=LSTM, Setting=Offline, Attack Model=InceptionTime2025.09 | 0.78 | 0.3 | |
| RMIATarget Model=LSTM, Setting=Offline, Signal=TS2Vec2025.09 | 0.77 | 0.36 | |
| DTSTarget Model=LSTM, Setting=Offline, Attack Model=LSTM2025.09 | 0.76 | 0.26 | |
| DTSTarget Model=N-HiTS, Setting=Offline, Attack Model=InceptionTime2025.09 | 0.68 | 0.21 | |
| RMIATarget Model=LSTM, Setting=Offline, Signal=Seasonality2025.09 | 0.68 | 0.42 | |
| RMIATarget Model=N-HiTS, Setting=Online, Signal=SMAPE2025.09 | 0.67 | 0.09 | |
| RMIATarget Model=N-HiTS, Setting=Offline, Signal=TS2Vec2025.09 | 0.61 | 0.03 | |
| RMIATarget Model=LSTM, Setting=Offline, Signal=SMAPE2025.09 | 0.61 | 0 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=rSMAPE2025.09 | 0.59 | 0.13 | |
| DTSTarget Model=N-HiTS, Setting=Offline, Attack Model=LSTM2025.09 | 0.57 | 0.15 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=TS2Vec2025.09 | 0.52 | 0.26 | |
| RMIATarget Model=N-HiTS, Setting=Offline, Signal=MAE2025.09 | 0.5 | 0 | |
| RMIATarget Model=LSTM, Setting=Online, Signal=Seasonality2025.09 | 0.46 | 0.08 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=TS2Vec2025.09 | 0.41 | 0.1 | |
| RMIATarget Model=LSTM, Setting=Online, Signal=TS2Vec2025.09 | 0.4 | 0.1 | |
| Multi-Signal LiRATarget Model=LSTM, Setting=Offline2025.09 | 0.37 | 0.06 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=SMAPE2025.09 | 0.35 | 0.09 | |
| RMIATarget Model=N-HiTS, Setting=Offline, Signal=Trend2025.09 | 0.34 | 0.03 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=rSMAPE2025.09 | 0.34 | 0.07 | |
| Multi-Signal LiRATarget Model=N-HiTS, Setting=Offline2025.09 | 0.32 | 0.08 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=Seasonality2025.09 | 0.3 | 0.08 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=MAE2025.09 | 0.26 | 0.07 | |
| RMIATarget Model=LSTM, Setting=Online, Signal=SMAPE2025.09 | 0.24 | 0.04 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=Seasonality2025.09 | 0.24 | 0.07 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=Trend2025.09 | 0.22 | 0.05 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=MAE2025.09 | 0.21 | 0.02 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=SMAPE2025.09 | 0.18 | 0.05 | |
| RMIATarget Model=N-HiTS, Setting=Online, Signal=Trend2025.09 | 0.17 | 0.02 | |
| RMIATarget Model=LSTM, Setting=Offline, Signal=Trend2025.09 | 0.16 | 0.02 | |
| RMIATarget Model=LSTM, Setting=Online, Signal=Trend2025.09 | 0.09 | 0.01 | |
| LiRATarget Model=N-HiTS, Setting=Offline, Signal=MSE2025.09 | 0.07 | 0.01 | |
| RMIATarget Model=N-HiTS, Setting=Offline, Signal=MSE2025.09 | 0.06 | 0 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=Trend2025.09 | 0.06 | 0.01 | |
| LiRATarget Model=LSTM, Setting=Offline, Signal=MSE2025.09 | 0.03 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=SMAPE2025.09 | 0.02 | 0 | |
| RMIATarget Model=N-HiTS, Setting=Offline, Signal=SMAPE2025.09 | 0.02 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=SMAPE2025.09 | 0.02 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=MSE2025.09 | 0.01 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=Trend2025.09 | 0.01 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=MAE2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=rSMAPE2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=Seasonality2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=N-HiTS, Signal=TS2Vec2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=MSE2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=MAE2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=rSMAPE2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=Trend2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=Seasonality2025.09 | 0 | 0 | |
| Ensemble AttackTarget Model=LSTM, Signal=TS2Vec2025.09 | 0 | 0 |