Membership Inference Attack on Pubmed
0.8218AUCReproMIA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ReproMIATarget Architecture=GraphSAGE2026.03 | 0.8218 | — | — | 78.5 | 77.78 | 55.56 | |
| Duddu et al.Target Architecture=GraphSAGE2026.03 | 0.7887 | — | — | 78.5 | 74.6 | 49.2 | |
| AutoMIATarget model=Pythia 1.4B2026.03 | 0.726 | 0.103 | 0.255 | — | — | — | |
| AutoMIATarget model=OPT 7B2026.03 | 0.707 | 0.086 | 0.276 | — | — | — | |
| OpenEvolveTarget model=Pythia 1.4B2026.03 | 0.697 | 0.016 | 0.243 | — | — | — | |
| Hallinan et al.Target model=Pythia 1.4B2026.03 | 0.689 | 0.053 | 0.156 | — | — | — | |
| Hallinan et al.Target model=OPT 7B2026.03 | 0.676 | 0.012 | 0.189 | — | — | — | |
| OpenEvolveTarget model=OPT 7B2026.03 | 0.66 | 0.033 | 0.214 | — | — | — |