Peeling metric spaces of strict negative type

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.

Publication Details

Journal
ArXiv.org
Published
2025-09-23
Primary Topic
Geochemistry and Geologic Mapping
Type
article
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article

Peeling metric spaces of strict negative type

ArXiv.org
Geochemistry and Geologic Mapping
article

Peeling metric spaces of strict negative type

article en

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.

ArXiv.org
Openalex Percentile: Top 26%
Geochemistry and Geologic Mapping
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Peeling metric spaces of strict negative type · ArXiv.org (2025) | TGRS Research Map | TGRS