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
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.