Riemann-Normal-Coordinate Updates Sharpen Levenberg-Marquardt Optimization

arXiv·low signal

This paper introduces higher-order geometric updates for the Levenberg-Marquardt method using Riemann normal coordinates, targeting nonlinear least-squares problems central to regression and physics-informed neural networks. It is a numerical-optimization advance most relevant to scientific-ML and PINN practitioners.