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Unadjusted Langevin algorithm with multiplicative noise: Total variation and Wasserstein bounds
In this paper, we focus on non-asymptotic bounds related to the Euler scheme of an ergodic diffusion with a possibly multiplicative diffusion term (non-constant diffusion coefficient).
Probability Statistics Theory Statistics Theory
$\texttt{DoStoVoQ}$: Doubly Stochastic Voronoi Vector Quantization SGD for Federated Learning
The growing size of models and datasets have made distributed implementation of stochastic gradient descent (SGD) an active field of research.
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