Higher-Order Geometric Updates for Levenberg-Marquardt Method via Riemann Normal Coordinates

Jianing Liu, Dong H. Zhang

Nonlinear least-squares objectives form the foundation of scientific machine-learning tasks, yet even curvature-aware optimizers remain geometrically inconsistent at finite step si…