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eess.AS2026
All I Hear is Noise: Investigating Clever Hans Effects in Clinical Speech Datasets
Melanie Jouaiti, Ning Ma
Recent work revealed a striking Clever Hans effect in the Pitt dataset, where Alzheimer's detection achieved nearly 100% accuracy using only silent audio segments. This raises seri…
eess.AS2025
Transfer Learning for Paediatric Sleep Apnoea Detection Using Physiology-Guided Acoustic Models
Chaoyue Niu, Veronica Rowe, Guy J. Brown +5
Paediatric obstructive sleep apnoea (OSA) is clinically significant yet difficult to diagnose, as children poorly tolerate sensor-based polysomnography. Acoustic monitoring provide…