Alexander Campbell

Robust and Efficient Uncertainty Aware Biosignal Classification via Early Exit Ensembles

Ensembles of deep learning models can be used for estimating predictive uncertainty. Existing ensemble approaches, however, introduce a high computational and memory cost limiting their applicability to real-time biosignal applications (e.g. ECG, EEG). To address these issues, we propose early exit…