Membership Inference Attack on RWKU MIA Set Llama 3.1 8B
2.1FM RateBaseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BaselineLR=-2025.05 | 2.1 | 2.2 | — | — | |
| MELR=3e-62025.05 | 2.1 | 2.2 | — | — | |
| UndialLR=2e-72025.05 | 2.2 | 2.2 | — | — | |
| UndialLR=6e-72025.05 | 2.2 | 2.2 | — | — | |
| UndialLR=5e-62025.05 | 2.2 | 2.2 | — | — | |
| UndialLR=1e-52025.05 | 2.3 | 2.3 | — | — | |
| GALR=2e-62025.05 | 2.4 | 2.2 | — | — | |
| NPOLR=2e-62025.05 | 2.6 | 2.3 | — | — | |
| UnilogitLR=2e-72025.05 | 3.4 | 2.4 | — | — | |
| UnilogitLR=5e-72025.05 | 7 | 4.4 | — | — | |
| RKLDLR=1e-52025.05 | 13.8 | 11.3 | — | — | |
| BeforeBase Model=Llama3-Instruct (8B)2025.12 | — | — | 226.7 | 230.4 | |
| BeforeBase Model=Llama3.1-Instruct (8B)2025.12 | — | — | 215 | 219 | |
| CAEBase Model=Llama3-Instruct (8B)2025.12 | — | — | 275 | 230 | |
| CAEBase Model=Llama3.1-Instruct (8B)2025.12 | — | — | 257 | 219 |