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cs.LG 1

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2026 1

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CONDITIONAL 1

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Manifold Sampling via Entropy Maximization

cs.LG · 2026-05-12 · conditional · novelty 7.0

MASEM samples constrained manifolds with unknown disconnected components via entropy-maximizing k-NN resampling, achieving exponential mean-field KL reduction and order-of-magnitude Sinkhorn improvement on benchmarks.

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  • Manifold Sampling via Entropy Maximization cs.LG · 2026-05-12 · conditional · none · ref 28

    MASEM samples constrained manifolds with unknown disconnected components via entropy-maximizing k-NN resampling, achieving exponential mean-field KL reduction and order-of-magnitude Sinkhorn improvement on benchmarks.