Communications in Mathematics and Statistics

The Deep Ritz Method: A Deep Learning-Based Numerical Algorithm for Solving Variational Problems

E Weinan, Bing Yu · 2018 · 1.3K citations

Natural Sciences, Computer Science, Mathematics +13

Deep Learning-Based Numerical Methods for High-Dimensional Parabolic Partial Differential Equations and Backward Stochastic Differential Equations

E Weinan, Jiequn Han, Arnulf Jentzen · 2017 · 828 citations · Full text

Natural Sciences, Mathematics, Physics +16

A Proposal on Machine Learning via Dynamical Systems

E Weinan · 2017 · 630 citations

Computing, Computer Science, Mathematics +14

On Some Results in the Theory of Finite Partially Soluble Groups

Alexander N. Skiba · 2016 · 111 citations

Natural Sciences, Mathematics, Combinatorics +4

Donsker’s Invariance Principle Under the Sub-linear Expectation with an Application to Chung’s Law of the Iterated Logarithm

Zhang Li · 2015 · 71 citations · Full text

Engineering, Mathematics, Probability Theory +10