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Fast Computation of Free-Support Wasserstein Medians

stat.CO · 2026-06-17 · unverdicted · novelty 7.0

Direct fixed-weight solver for free-support Wasserstein medians relocates atoms using OT barycentric projections and inverse-distance weights, achieving monotone descent on smoothed objectives with fewer subproblems than nested Weiszfeld baselines.

Density Evolution: A Multiscale View of Density Estimation

math.ST · 2026-05-29 · unverdicted · novelty 5.0

A review reframing density estimation as 'density evolution' across scales, linking kernel smoothing to heat flow, mixtures to compression, and topology to level sets, while stating three structural results on modes, Gaussian semigroups, and log-concavity.

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  • Fast Computation of Free-Support Wasserstein Medians stat.CO · 2026-06-17 · unverdicted · none · ref 123

    Direct fixed-weight solver for free-support Wasserstein medians relocates atoms using OT barycentric projections and inverse-distance weights, achieving monotone descent on smoothed objectives with fewer subproblems than nested Weiszfeld baselines.