Membership Inference Attack on WikiMIA Hard (Paraphrased) 2024 v1 (test)
58.4AUROCADRA
Evaluation Results
| Method | Links | |
|---|---|---|
| ADRATarget Model=Qwen2-7B, MIA Category=Active2026.02 | 58.4 | |
| ADRA+Target Model=Qwen2-7B, MIA Category=Active2026.02 | 56.6 | |
| N-SamplingTarget Model=Qwen2-7B, MIA Category=Active2026.02 | 55.8 | |
| Min-K%++Target Model=Qwen2-7B, MIA Category=Passive2026.02 | 48.5 | |
| Min-K%Target Model=Qwen2-7B, MIA Category=Passive2026.02 | 48.3 | |
| LossTarget Model=Qwen2-7B, MIA Category=Passive2026.02 | 47.4 | |
| ZlibTarget Model=Qwen2-7B, MIA Category=Passive2026.02 | 47.3 |