Membership Inference Attack on Last.FM
65.09AccuracyMIA4LLMRS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MIA4LLMRSTarget Model=T5-base2025.09 | 65.09 | 77.27 | 73.68 | 66.74 | |
| min-k%Target Model=T5-base2025.09 | 62.85 | 27.27 | 9.23 | 52.79 | |
| PPLTarget Model=T5-base2025.09 | 59.76 | 54.55 | 11.24 | 52.41 | |
| ShadowTarget Model=T5-base2025.09 | 59.09 | 63.64 | 60.87 | 63.84 | |
| min-k%++Target Model=T5-base2025.09 | 42.27 | 50.91 | 46.86 | 65.46 | |
| ZlibTarget Model=T5-base2025.09 | 40.37 | 54.54 | 11.25 | 45.95 |