Membership Inference Attack on S1.1 Distillation Deepseek-R1
98.4AUROCADRA
Evaluation Results
| Method | Links | |
|---|---|---|
| ADRAMIA Type=Active, Generation Budget N=16, Student Model=Qwen2.5-7B-Instruct, Training Epochs=12026.02 | 98.4 | |
| N-SamplingMIA Type=Passive, Student Model=Qwen2.5-7B-Instruct2026.02 | 90.4 | |
| Min-K%++MIA Type=Passive2026.02 | 70.6 | |
| R-LossMIA Type=Passive2026.02 | 70 | |
| Min-K%MIA Type=Passive2026.02 | 55.7 | |
| LossMIA Type=Passive2026.02 | 55.1 | |
| ZLibMIA Type=Passive2026.02 | 52.6 |