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· 2025 · arXiv 0207.0025

1 Pith paper cite this work. Polarity classification is still indexing.

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math.AT 1

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2026 1

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CONDITIONAL 1

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Selecting Interpretable Circular Coordinates from Data

math.AT · 2026-07-09 · conditional · novelty 7.0

CIRCOL selects a minimum-energy dictionary basis spanning detected H1 classes via a density-corrected cochain inner product proven consistent for fixed smooth 1-forms under non-uniform sampling.

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  • Selecting Interpretable Circular Coordinates from Data math.AT · 2026-07-09 · conditional · none · ref 8

    CIRCOL selects a minimum-energy dictionary basis spanning detected H1 classes via a density-corrected cochain inner product proven consistent for fixed smooth 1-forms under non-uniform sampling.