Some Results on Neural Network Stability, Consistency, and Convergence: Insights into Non-IID Data, High-Dimensional Settings, and Physics-Informed Neural Networks. - Ronald Katende; Henry Kasumba; Godwin Kakuba; John M. Mango (CoRR, 2024)