Single-class unlearning on VoxCeleb1
95.62FAOriginal
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalBackbone=Wav2Vec2-Large2026.04 | 95.62 | 93.47 | — | — | — | — | |
| OriginalBackbone=HuBERT-Large2026.04 | 94.77 | 93.91 | — | — | — | — | |
| Gradient AscentBackbone=Wav2Vec2-Large2026.04 | 24.89 | 79.31 | 77.22 | 36.8 | 60.8 | 631.7 | |
| Gradient AscentBackbone=HuBERT-Large2026.04 | 22.04 | 80.26 | 78.32 | 34.7 | 60.1 | 618.1 | |
| Fisher ForgettingBackbone=Wav2Vec2-Large2026.04 | 15.24 | 86.12 | 83.17 | 22.6 | 58.9 | 352.6 | |
| Fisher ForgettingBackbone=HuBERT-Large2026.04 | 14.67 | 87.03 | 84.41 | 20.2 | 58.2 | 345.9 | |
| Quantum-Inspired Audio UnlearningBackbone=Wav2Vec2-Large2026.04 | 8.37 | 91.56 | 89.62 | 8.5 | 56.3 | 175.3 | |
| Quantum-Inspired Audio UnlearningBackbone=HuBERT-Large2026.04 | 7.92 | 92.11 | 90.34 | 7.4 | 55.7 | 169.4 | |
| Graph-Propagated Projection UnlearningBackbone=Wav2Vec2-Large2026.04 | 0.28 | 93.12 | 94.87 | 0.9 | 54.1 | 31.8 | |
| Graph-Propagated Projection UnlearningBackbone=HuBERT-Large2026.04 | 0.23 | 93.71 | 95.42 | 0.7 | 54 | 29.1 |