Identity Leakage on Bridge2AI 120-speaker
45Top-1 AccuracyUniform FP16 SER
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Uniform FP16 SER2026.05 | 45 | 72 | 12 | 4.8 | 85 | |
| Adversarial-MLP2026.05 | 38 | 65 | 18 | 3.9 | 78 | |
| WavLM-Adapter2026.05 | 33 | 61 | 15 | 4.1 | 82 | |
| GRLBackbone=Same2026.05 | 31 | 58 | 20 | 3.5 | 74 | |
| β-VAE Disentanglement2026.05 | 28 | 52 | 25 | 3.2 | 75 | |
| VQBackbone=Same2026.05 | 26 | 49 | 24 | 2.8 | 69 | |
| ECAPA-TDNN-Adapter2026.05 | 21 | 48 | 22 | 2.7 | 71 | |
| MI-Minimization (MINE)2026.05 | 19 | 41 | 31 | 2.1 | 68 | |
| MP-IBHead=State2026.05 | 8.3 | 28 | 42 | 0.89 | 63 | |
| MP-IB+Noisesigma=25.32026.05 | 7.1 | 24 | 45 | 0.76 | 52 | |
| Random Featuresdimensionality=128-d2026.05 | 0.9 | 4.2 | 48 | 0.12 | 51 |