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An approximation theory framework for measure-transport sampling algorithms

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2026 1

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Constructive conditional normalizing flows

math.OC · 2026-02-09 · unverdicted · novelty 7.0

Explicit constructions approximate diffeomorphisms and pushforward measures via continuity equation flows with perceptron velocity fields of piecewise constant weights, using polar-like decompositions and probabilistic methods for regular maps.

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  • Constructive conditional normalizing flows math.OC · 2026-02-09 · unverdicted · none · ref 1

    Explicit constructions approximate diffeomorphisms and pushforward measures via continuity equation flows with perceptron velocity fields of piecewise constant weights, using polar-like decompositions and probabilistic methods for regular maps.