A comprehensive survey on evidential deep learning and its applications

J Gao, M Chen, L **ang, C Xu - arxiv preprint arxiv:2409.04720, 2024 - arxiv.org
Reliable uncertainty estimation has become a crucial requirement for the industrial
deployment of deep learning algorithms, particularly in high-risk applications such as …

Revisiting Essential and Nonessential Settings of Evidential Deep Learning

M Chen, J Gao, C Xu - arxiv preprint arxiv:2410.00393, 2024 - arxiv.org
Evidential Deep Learning (EDL) is an emerging method for uncertainty estimation that
provides reliable predictive uncertainty in a single forward pass, attracting significant …