Worst-Case Distance-Aware Error Bounds for Neural Networks

Masoud Ataei, Vikas Dhiman, Mohammad Javad Khojasteh

Safety-critical applications of machine learning require uncertainty estimates that support reliable worst-case analysis. Neural networks (NNs) provide expressive function approxim…