2 papers
cs.LG2026
Gradient Scaling Effects in Adaptive Spectral PINNs for Stiff Nonlinear ODEs
Isabela M. Yepes, Pavlos Protopapas
Physics-Informed Neural Networks (PINNs) often struggle to train reliably on stiff and oscillatory dynamical systems due to poor optimization conditioning. While prior work has emp…
cs.CV2024
Image Classification Using Singular Value Decomposition and Optimization
Isabela M. Yepes, Manasvi Goyal
This study investigates the applicability of Singular Value Decomposition for the image classification of specific breeds of cats and dogs using fur color as the primary identifyin…