activity
20202026
most citedTARDIS Paper II: Synergistic Density Reconstruction from Lyman-alpha Forest and Spectroscopic Galaxy Surveys with Applications to Protoclusters and the Cosmic Web

22 citations · 45 across the 8 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

stat.ML2023★ 4 cited

A mean-field games laboratory for generative modeling

Benjamin J. Zhang, Markos A. Katsoulakis

We demonstrate the versatility of mean-field games (MFGs) as a mathematical framework for explaining, enhancing, and designing generative models. In generative flows, a Lagrangian…

stat.ME2023

Transport map unadjusted Langevin algorithms: learning and discretizing perturbed samplers

Benjamin J. Zhang, Youssef M. Marzouk, Konstantinos Spiliopoulos

Langevin dynamics are widely used in sampling high-dimensional, non-Gaussian distributions whose densities are known up to a normalizing constant. In particular, there is strong in…