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.
Graphical Models, Exponential Families, and Variational Inference.Foundations and Trends® in Machine Learning, 1(1-2):1–305
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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.