Showing 2025Show all
2 papers · 1 filter
cs.LG2025
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…
eess.SP2025
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…