Membership Inference on WikiMIA (test)
0.9998AUCG-Drift
Evaluation Results
| Method | Links | |
|---|---|---|
| G-DriftTarget Model=GPT-Neo-22026.04 | 0.9998 | |
| G-DriftTarget Model=Gemma-32026.04 | 0.999 | |
| G-DriftTarget Model=Llama-32026.04 | 0.96 | |
| Min-k%Target Model=GPT-Neo-22026.04 | 0.8474 | |
| Min-k%Target Model=Gemma-32026.04 | 0.8454 | |
| Min-k%Target Model=Llama-32026.04 | 0.8444 | |
| Neighbour-MIATarget Model=GPT-Neo-22026.04 | 0.6488 | |
| Perplexity-PLTarget Model=GPT-Neo-22026.04 | 0.62 | |
| Neighbour-MIATarget Model=Llama-32026.04 | 0.6187 | |
| Neighbour-MIATarget Model=Gemma-32026.04 | 0.6092 | |
| ZlibTarget Model=GPT-Neo-22026.04 | 0.58 | |
| PETALTarget Model=Gemma-32026.04 | 0.56 | |
| PETALTarget Model=GPT-Neo-22026.04 | 0.56 | |
| Perplexity-PLTarget Model=Gemma-32026.04 | 0.558 | |
| ZlibTarget Model=Gemma-32026.04 | 0.532 | |
| ZlibTarget Model=Llama-32026.04 | 0.521 | |
| PETALTarget Model=Llama-32026.04 | 0.52 | |
| Perplexity-PLTarget Model=Llama-32026.04 | 0.502 | |
| SPV-MIATarget Model=Gemma-32026.04 | 0.4642 | |
| SPV-MIATarget Model=Llama-32026.04 | 0.4431 | |
| SPV-MIATarget Model=GPT-Neo-22026.04 | 0.4232 |