Membership Inference Attack on Abalone
62AUC-ROCLLaMA 3.2-3B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaMA 3.2-3BParameters=3B2025.12 | 62 | 22 | — | — | |
| RealTabFormer2025.12 | 60 | 21 | — | — | |
| MIAData Source=D_aug, Imbalance ratio (r)=9.72025.10 | 58 | — | — | — | |
| MIAData Source=D_real, Imbalance ratio (r)=9.72025.10 | 57 | — | — | — | |
| Qwen 2.5-3BParameters=3B2025.12 | 52 | 15 | — | — | |
| GREAT2025.12 | 52 | 11 | — | — | |
| Mistral-7BParameters=7B2025.12 | 51 | 10 | — | — | |
| TVAE2025.12 | 51 | 11 | — | — | |
| LLaMA 3.2-1BParameters=1B2025.12 | 50 | 10 | — | — | |
| CT-GAN2025.12 | 48 | 12 | — | — | |
| DistinSMOTEData Source=D_aug, Imbalance ratio (r)=9.72025.10 | — | — | 100 | 100 | |
| Naive distinguishData Source=D_aug, Imbalance ratio (r)=9.72025.10 | — | — | 3 | 0 |