Membership Inference Attack on S1 Distillation Gemini-2.0-flash
0.852AUROCADRA
Evaluation Results
| Method | Links | |
|---|---|---|
| ADRAMIA Type=Active, Generation Budget N=16, Student Model=Qwen2.5-7B-Instruct, Training Epochs=12026.02 | 0.852 | |
| Min-K%++MIA Type=Passive2026.02 | 0.817 | |
| N-SamplingMIA Type=Passive, Student Model=Qwen2.5-7B-Instruct2026.02 | 0.808 | |
| R-LossMIA Type=Passive2026.02 | 0.793 | |
| ZLibMIA Type=Passive2026.02 | 0.743 | |
| Min-K%MIA Type=Passive2026.02 | 0.719 | |
| LossMIA Type=Passive2026.02 | 0.698 |