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math.NA2026
Stancu-Type Generalizations of Neural Network Operators with Perturbed Sampling Nodes
Sachin Saini
In this paper, we introduce a Stancu-type generalization of multivariate neural network operators (NNOs) by incorporating two parameters that perturb the sampling nodes. The propos…
math.NA2026
Taylor-Accelerated Neural Network Interpolation Operators on Irregular Grids with Higher Order Approximation
Sachin Saini
In this paper, a new class of \emph{Taylor-accelerated neural network interpolation operators} is introduced on quasi-uniform irregular grids. These operators improve existing neur…