Parviz Asefi Nazarlou

Stability and Convergence Analysis of Neural Networks Using Discrete Dynamical Systems Theory

Neural network training can be rigorously analyzed as a discrete time dynamical system, allowing formal…

A Unified Algebraic-Geometric Framework for Analyzing Neural Network Weight Tensors: Theory, Structural Properties, and the Algebraic Tensor Complexity Index (ATCI)

Deep neural networks rely on high dimensional tensors that encode the parameters of convolutional filter…