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Thus, for the term in the exponent ofM i: t˜m2 i + 4t2 ˜m2 i d2 i 2(1−2td 2 i ) =t˜m2 i 1 + 2td2 i 1−2td 2 i = t˜m2 i 1−2td 2 i

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stat.ML 1

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On The Hidden Biases of Flow Matching Samplers

stat.ML · 2025-12-18 · unverdicted · novelty 7.0

Empirical flow matching introduces coupled biases from plug-in estimation, including altered statistical targets, non-gradient minimizers, and non-unique dynamics via flux-null fields, with base distribution controlling kinetic energy tails.

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  • On The Hidden Biases of Flow Matching Samplers stat.ML · 2025-12-18 · unverdicted · none · ref 51

    Empirical flow matching introduces coupled biases from plug-in estimation, including altered statistical targets, non-gradient minimizers, and non-unique dynamics via flux-null fields, with base distribution controlling kinetic energy tails.