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

Published: 15 Oct 2025, Last Modified: 31 Oct 2025BNAIC/BeNeLearn 2025 OralEveryoneRevisionsBibTeXCC BY 4.0
Track: Type B (Encore Abstracts)
Keywords: constrained optimization, landing algorithms, stiefel manifold, penalty methods
Abstract: We propose a family a metrics over the set of full-rank $n\times p$ 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 $\beta$-metric, defined on the Stiefel manifold.
Serve As Reviewer: ~Florentin_Goyens1
Submission Number: 24
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