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Spherical Flows for Sampling Categorical Data

stat.ML · 2026-05-07 · unverdicted · novelty 7.0

Spherical vMF flows reduce the continuity equation on the sphere to a scalar ODE in cosine similarity, enabling posterior-weighted sampling of categorical sequences via cross-entropy trained posteriors.

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  • Spherical Flows for Sampling Categorical Data stat.ML · 2026-05-07 · unverdicted · none · ref 59

    Spherical vMF flows reduce the continuity equation on the sphere to a scalar ODE in cosine similarity, enabling posterior-weighted sampling of categorical sequences via cross-entropy trained posteriors.