Membership Inference Attack on MovieLens 1M
99.84TPR@1%FPRReference Recommendation based MIA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Reference Recommendation based MIATarget RS=DropoutNet2025.12 | 99.84 | — | |
| Reference Recommendation based MIATarget RS=Heater2025.12 | 97.83 | — | |
| ST-MIATarget RS=Heater2025.12 | 25.05 | — | |
| ST-MIATarget RS=DropoutNet2025.12 | 24.61 | — | |
| DL-MIATarget RS=Heater2025.12 | 24.02 | — | |
| DL-MIATarget RS=DropoutNet2025.12 | 21.15 | — | |
| DL-MIATarget Recommender System=DropoutNet2025.12 | — | 51.39 | |
| DL-MIATarget Recommender System=Heater2025.12 | — | 49.95 | |
| Reference Recommendation based MIATarget Recommender System=DropoutNet2025.12 | — | 93.4 | |
| Reference Recommendation based MIATarget Recommender System=Heater2025.12 | — | 83.76 | |
| ST-MIATarget Recommender System=DropoutNet2025.12 | — | 49.95 | |
| ST-MIATarget Recommender System=Heater2025.12 | — | 55.36 |