SECURE-AI: Multi-Signal Uncertainty Quantification for Trustworthy Acoustic Cough Detection.

arXiv:2610.23937v1 Announce Type: cross Abstract: Acoustic models for cough detection achieve high accuracy on curated benchmarks but fail silently in deployment, where speech, environmental noise, and audio unlike the training data induce confident misclassif