Membership Inference Attack on LibriSpeech
91.63PrecisionUMID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UMIDSetting=many-shot, Real data=1 audio, Time=0.659s2026.03 | 91.63 | 99.57 | 95.24 | |
| UMIDSetting=one-shot, Real data=1 audio, Time=0.647s2026.03 | 0.8921 | 0.9868 | 0.9354 | |
| UMIDSetting=many-shot, Real data=Null, Time=0.612s2026.03 | 0.8812 | 0.9876 | 0.9307 | |
| UMIDSetting=one-shot, Real data=Null, Time=0.603s2026.03 | 0.8649 | 0.9649 | 0.9127 | |
| AuditMISetting=many-shot, Real data=1 audio, Time=13.511s2026.03 | 0.8341 | 0.9804 | 0.8816 | |
| AuditMISetting=one-shot, Real data=1 audio, Time=13.578s2026.03 | 0.8257 | 0.9526 | 0.8791 | |
| SLMIA-SRSetting=many-shot, Real data=1 audio, Time=1.547s2026.03 | 0.7619 | 0.9007 | 0.8433 | |
| SLMIA-SRSetting=one-shot, Real data=1 audio, Time=1.528s2026.03 | 0.7521 | 0.8864 | 0.8342 | |
| Audio AuditorSetting=many-shot, Real data=1 audio, Time=1.245s2026.03 | 0.6559 | 0.8013 | 0.6659 | |
| Audio AuditorSetting=one-shot, Real data=1 audio, Time=1.273s2026.03 | 0.6338 | 0.7324 | 0.6519 |