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Peeling metric spaces of strict negative type

2025/09/23 by Huntsman, Steve · 1 citation
#51F99 #51K05 #FOS: Mathematics #Metric Geometry (math.MG)

paper · doi:10.48550/arxiv.2509.19565

Abstract

We describe a unified and computationally tractable framework for finding outliers in, and maximum-diversity subsets of, finite metric spaces of strict negative type. Examples of such spaces include finite subsets of Euclidean space and finite subsets of a sphere without antipodal points. The latter accounts for state-of-the-art text embeddings, and we apply our framework in this context to sketch a hallucination mitigation strategy and separately to a class of path diversity optimization problems with a real-world example.

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