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.
Monte Carlo on Manifolds: Sampling Densities and Integrating Functions.Communications on Pure and Applied Mathe- matics, 71(12):2609–2647
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Manifold Sampling via Entropy Maximization
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.