Uncertainty-Dispersion Consistency on RIR-based speech dataset (RIR identity split)
0.83Noise Spearman Correlation ρ(U, δ)Proposed (U)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed (U)Description=dispersion-calibrated uncertainty score predicted via a rank loss2026.07 | 0.83 | 0.9 | 0.79 | 0.86 | |
| MRL-MVDescription=conformally calibrated inter-quantile range of subband RIR reconstruction errors2026.07 | 0.59 | 0.85 | 0.66 | 0.68 | |
| SeverityDescription=uses the corruption control parameter (noise: SNR; masking: ratio)2026.07 | 0.28 | — | 0.16 | 0.17 |