Membership Inference Attack on MovieLens 100K
90.98TPR@1%FPRReference Recommendation based MIA
Evaluation Results
| Method | Links | |
|---|---|---|
| Reference Recommendation based MIATarget Recommender System=DropoutNet2025.12 | 90.98 | |
| Reference Recommendation based MIATarget Recommender System=Heater2025.12 | 75.19 | |
| Reference Recommendation based MIATarget RS=DropoutNet2025.12 | 68.88 | |
| Reference Recommendation based MIATarget RS=Heater2025.12 | 56.05 | |
| ST-MIATarget Recommender System=DropoutNet2025.12 | 50.79 | |
| DL-MIATarget Recommender System=DropoutNet2025.12 | 50.11 | |
| DL-MIATarget Recommender System=Heater2025.12 | 50 | |
| ST-MIATarget Recommender System=Heater2025.12 | 49.2 | |
| ST-MIATarget RS=DropoutNet2025.12 | 21.26 | |
| DL-MIATarget RS=DropoutNet2025.12 | 11.82 | |
| ST-MIATarget RS=Heater2025.12 | 3.18 | |
| DL-MIATarget RS=Heater2025.12 | 1.32 |