This paper investigates global asymptotic stability of the equilibrium of a dynamical system defined by online gradient-based optimization of a sequence of quadratic cost functions that have a unique ...

This project consists of a deep dive on multiple linear ... applies optimization theory to either derive model estimator (for OLS and Ridge) or derive the update rule for Pathwise Coordinate Descent ...

Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R ...