Distance-Aware Error for Spline Networks: A Bottom-Up Approach to Uncertainty
arXiv:2501.04757v2 Announce Type: replace-cross
Abstract: We develop a new class of distance-aware error bounds that tightly characterize the approximation error of spline neural networks. Our bottom-up approach analyzes the error bound of each neuron…