Geometric design of the tangent term in landing algorithms for orthogonality constraints

We propose a family a metrics over the set of full-rank n× p real matrices, and apply them to the landing framework for optimization under orthogonality constraints. The family of metrics we propose is a natural extension of the β-metric, defined on the Stiefel manifold.