cs.LGMar 14, 2026

Quotient Geometry and Persistence-Stable Metrics for Swarm Configurations

Authors: Mark M. Bailey

Organizations: AI, Cyber, Influence and Data Science Department Director, Biological and Computational Intelligence Center National Intelligence University Bethesda, MD, USA

Abstract

Can temporal information recover geometry lost by a persistence diagram? For n≥3n\ge3 points on the unit sphere evolving under known homogeneous complete consensus, we prove generic local recovery modulo rotations and permutations from two ordinary zero-dimensional Vietoris--Rips persistence snapshots. The structural result applies to every labeled tree: its edge inner products and their first temporal derivatives have differential rank 2n−32n-3, exactly the dimension of the regular formation quotient. An explicit pole--equator witness proves this simultaneously for all tree types after taking a finite intersection of open dense sets. Although one snapshot has generic local fibers of dimension n−2n-2, two sufficiently close snapshots are injective on a common neighborhood. The optimal inverse Lipschitz constant grows as Θ(1/∣h∣)Θ(1/|h|) when the sampling interval tends to zero. A verified left inverse, interval derivative bounds, and explicit persistence-matching margins certify neighborhoods and time intervals at rational reference formations. The results are local and model-specific; reflection ambiguity and centered rank obstructions remain.

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