3 papers
cs.CV2024
Highway Networks for Improved Surface Reconstruction: The Role of Residuals and Weight Updates
A. Noorizadegan, Y. C. Hon, D. L. Young +1
Surface reconstruction from point clouds is a fundamental challenge in computer graphics and medical imaging. In this paper, we explore the application of advanced neural network a…
cs.AI2024
Stable Weight Updating: A Key to Reliable PDE Solutions Using Deep Learning
A. Noorizadegan, R. Cavoretto, D. L. Young +1
Background: Deep learning techniques, particularly neural networks, have revolutionized computational physics, offering powerful tools for solving complex partial differential equa…
cs.LG2024
Power-Enhanced Residual Network for Function Approximation and Physics-Informed Inverse Problems
Amir Noorizadegan, D. L. Young, Y. C. Hon +1
In this study, we investigate how the updating of weights during forward operation and the computation of gradients during backpropagation impact the optimization process, training…