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arXiv stat.ML · Papers

Deterministic Denominator Design for Localized Tamed Stochastic Gradient Langevin Dynamics

arXiv:2606.10559v2 Announce Type: replace-cross Abstract: If the denominator in a tamed stochastic gradient Langevin update uses the current stochastic-gradient draw, the conditional mean can be biased even when the stochastic-gradient oracle is unbiased. A state-dependent denominator fixed before that draw removes thi