Membership Inference Attack on CommonVoice
79.34PrecisionUMID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UMIDSetting=many-shot, Real data=1 audio, Time=0.776s2026.03 | 79.34 | 91.13 | 85.69 | |
| UMIDSetting=many-shot, Real data=Null, Time=0.815s2026.03 | 76.47 | 89.46 | 82.33 | |
| UMIDSetting=one-shot, Real data=1 audio, Time=0.753s2026.03 | 76.02 | 89.55 | 83.56 | |
| UMIDSetting=one-shot, Real data=Null, Time=0.721s2026.03 | 74.96 | 86.01 | 81.79 | |
| AuditMISetting=many-shot, Real data=1 audio, Time=15.931s2026.03 | 73.52 | 84.81 | 75.64 | |
| AuditMISetting=one-shot, Real data=1 audio, Time=15.214s2026.03 | 71.43 | 81.45 | 74.36 | |
| SLMIA-SRSetting=many-shot, Real data=1 audio, Time=1.652s2026.03 | 66.28 | 79.27 | 72.18 | |
| SLMIA-SRSetting=one-shot, Real data=1 audio, Time=1.597s2026.03 | 65.39 | 76.91 | 70.48 | |
| Audio AuditorSetting=many-shot, Real data=1 audio, Time=1.391s2026.03 | 56.11 | 73.58 | 61.35 | |
| Audio AuditorSetting=one-shot, Real data=1 audio, Time=1.347s2026.03 | 54.85 | 68.22 | 60.52 |