Single-class Unlearning on SpeechCommands v2
0.14FAGraph-Propagated Projection Unlearning
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Graph-Propagated Projection UnlearningBackbone=HuBERT-Large2026.04 | 0.14 | 95.81 | 97.74 | 0.4 | 52.8 | 23.6 | |
| Graph-Propagated Projection UnlearningBackbone=Wav2Vec2-Large2026.04 | 0.17 | 95.01 | 96.88 | 0.4 | 53 | 27.6 | |
| Quantum-Inspired Audio UnlearningBackbone=HuBERT-Large2026.04 | 5.94 | 94.76 | 93.82 | 5.8 | 54.2 | 152.4 | |
| Quantum-Inspired Audio UnlearningBackbone=Wav2Vec2-Large2026.04 | 6.84 | 93.47 | 91.66 | 6.4 | 55.1 | 162.7 | |
| Fisher ForgettingBackbone=HuBERT-Large2026.04 | 11.18 | 90.02 | 88.31 | 15.1 | 56.4 | 322.7 | |
| Fisher ForgettingBackbone=Wav2Vec2-Large2026.04 | 12.51 | 88.21 | 86.08 | 17.2 | 57.4 | 329.5 | |
| Gradient AscentBackbone=HuBERT-Large2026.04 | 17.92 | 84.53 | 83.71 | 26.4 | 58.8 | 574.2 | |
| Gradient AscentBackbone=Wav2Vec2-Large2026.04 | 19.36 | 82.47 | 81.18 | 29.4 | 59.6 | 588.2 | |
| OriginalBackbone=HuBERT-Large2026.04 | 93.28 | 95.94 | — | — | — | — | |
| OriginalBackbone=Wav2Vec2-Large2026.04 | 96.91 | 95.12 | — | — | — | — |