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.
Hybrid Monte Carlo methods for sampling probability measures on submanifolds.Numerische Mathematik, 143(2):379–421
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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.