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arXiv stat.ML · Papers

The Tractability Landscape of Sampling with Inexact Scores

arXiv:2607.19004v1 Announce Type: new Abstract: We provide a simple and tight characterization of the types of inexact score oracle access that permit sampling with vanishing total variation bias, for a standard, well-behaved target family. Our main result shows that any weaker error than the sub-Gaussian assumption us