Zaiwen Wen

Accelerated Natural Gradient Method for Parametric Manifold Optimization

2025 · arXiv (Cornell University)

Parametric manifold optimization problems frequently arise in various machine learning tasks, where state functions are defined on infinite-dimensional manifolds. We propose a unified accelerated natural gradient descent (ANGD) framework to address these problems. By incorporating …