arxivcs.LG2026-07-12
Sharp Concentration Bounds for Bundle-Valued Statistics on Manifolds
Many geometric statistics and manifold learning pipelines routinely produce observations -- such as tangent vectors or local frames -- whose natural home is a varying family of fibers attached to different points of a base manifold, rather than a single shared vector space. Formi…