Search Results for author: Benjamin Zhang

Found 2 papers, 0 papers with code

Nonlinear denoising score matching for enhanced learning of structured distributions

no code implementations24 May 2024 Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Benjamin Zhang, Wei Zhu

We present a novel method for training score-based generative models which uses nonlinear noising dynamics to improve learning of structured distributions.

Sampling via Controlled Stochastic Dynamical Systems

no code implementations NeurIPS Workshop ICBINB 2021 Benjamin Zhang, Tuhin Sahai, Youssef Marzouk

Given a target distribution and a reference stochastic differential equation (SDE), the Doob $h$-transform produces a controlled stochastic process whose marginal at a finite time $T$ will be equal to the target distribution.

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