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Spherical Flows for Sampling Categorical Data

stat.ML · 2026-05-07 · unverdicted · novelty 6.0 · 2 refs

Spherical flows on S^{d-1} with vMF noise reduce the continuity equation to a scalar ODE in cosine similarity, yielding posterior-weighted marginal velocity and score that enable ODE and predictor-corrector sampling for categorical sequences, with the posterior trained by cross-entropy and empirical

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  • Spherical Flows for Sampling Categorical Data stat.ML · 2026-05-07 · unverdicted · none · ref 28 · 2 links

    Spherical flows on S^{d-1} with vMF noise reduce the continuity equation to a scalar ODE in cosine similarity, yielding posterior-weighted marginal velocity and score that enable ODE and predictor-corrector sampling for categorical sequences, with the posterior trained by cross-entropy and empirical