Distance-Aware Error for Spline Networks: A Bottom-Up Approach to Uncertainty

Masoud Ataei, Mohammad Javad Khojasteh, Vikas Dhiman

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 o…