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1 paper

math.PR2024

Geometric ergodicity of SGLD via reflection coupling

Lei Li, Jian-Guo Liu, Yuliang Wang

We consider the geometric ergodicity of the Stochastic Gradient Langevin Dynamics (SGLD) algorithm under nonconvexity settings. Via the technique of reflection coupling, we prove t…