2 papers
cs.LG2025
Deep Manifold Part 2: Neural Network Mathematics
Max Y. Ma, Gen-Hua Shi
This work develops the global equations of neural networks through stacked piecewise manifolds, fixed-point theory, and boundary-conditioned iteration. Once fixed coordinates and o…
cs.LG2024
Deep Manifold Part 1: Anatomy of Neural Network Manifold
Max Y. Ma, Gen-Hua Shi
Based on the numerical manifold method principle, we developed a mathematical framework of a neural network manifold: Deep Manifold and discovered that neural networks: 1) is numer…