Membership Inference Attack on Membership Inference Attack
69.9TPR @ 10% FPRNonDPFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NonDPFTTarget LLM (Mp)=Qwen2.5-Coder-7B, Privacy Budget (epsilon)=42026.06 | 69.9 | 49 | |
| NonDPFTTarget LLM (Mp)=DS-Coder-6.7B, Privacy Budget (epsilon)=42026.06 | 59.8 | 59.1 | |
| PrivCodeTarget LLM (Mp)=DS-Coder-6.7B, Privacy Budget (epsilon)=42026.06 | 13.1 | 0 | |
| PrivCodeTarget LLM (Mp)=Qwen2.5-Coder-7B, Privacy Budget (epsilon)=42026.06 | 12.5 | 0 | |
| PrivCode++Target LLM (Mp)=DS-Coder-6.7B, Privacy Budget (epsilon)=42026.06 | 3.7 | 0 | |
| PrivCode++Target LLM (Mp)=Qwen2.5-Coder-7B, Privacy Budget (epsilon)=42026.06 | 2.6 | 0 |