Statistical Methods
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Deterministic Denominator Design for Stabilizing SGLD Updates
This paper introduces a method for designing deterministic denominators in Tamed Stochastic-Gradient Langevin Dynamics (SGLD) to stabilize updates without altering the conditional mean drift. The approach involves constructing a proxy score from pilot states, determining activation thresholds via em…