(Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models

A Kirsch - arXiv preprint arXiv:2409.02628, 2024 - arxiv.org
Epistemic uncertainty is crucial for safety-critical applications and out-of-distribution
detection tasks. Yet, we uncover a paradoxical phenomenon in deep learning models: an …