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20182026
most citedRectified deep neural networks overcome the curse of dimensionality for nonsmooth value functions in zero-sum games of nonlinear stiff systems

35 citations · 132 across the 27 of their papers we have counts for

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7 papers · 1 filter

math.NA2020★ 8 cited

A posteriori error estimates for fully coupled McKean-Vlasov forward-backward SDEs

Christoph Reisinger, Wolfgang Stockinger, Yufei Zhang

Fully coupled McKean-Vlasov forward-backward stochastic differential equations (MV-FBSDEs) arise naturally from large population optimization problems. Judging the quality of given…

math.NA2019★ 13 cited

A neural network based policy iteration algorithm with global -superlinear convergence for stochastic games on domains

Kazufumi Ito, Christoph Reisinger, Yufei Zhang

In this work, we propose a class of numerical schemes for solving semilinear Hamilton-Jacobi-Bellman-Isaacs (HJBI) boundary value problems which arise naturally from exit time prob…

math.NA2019★ 35 cited

Rectified deep neural networks overcome the curse of dimensionality for nonsmooth value functions in zero-sum games of nonlinear stiff systems

Christoph Reisinger, Yufei Zhang

In this paper, we establish that for a wide class of controlled stochastic differential equations (SDEs) with stiff coefficients, the value functions of corresponding zero-sum game…

math.NA2018★ 2 cited

A penalty scheme for monotone systems with interconnected obstacles: convergence and error estimates

Christoph Reisinger, Yufei Zhang

We present a novel penalty approach for a class of quasi-variational inequalities (QVIs) involving monotone systems and interconnected obstacles. We show that for any given positiv…

math.NA2018★ 3 cited

A penalty scheme and policy iteration for nonlocal HJB variational inequalities with monotone drivers

Christoph Reisinger, Yufei Zhang

We propose a class of numerical schemes for nonlocal HJB variational inequalities (HJBVIs) with monotone drivers. The solution and free boundary of the HJBVI are constructed from a…

math.NA2018

Fully Discrete Schemes and Their Analyses for Forward-Backward Stochastic Differential Equations

Kazufumi Ito, Yufei Zhang, Jun Zou

We propose some numerical schemes for forward-backward stochastic differential equations (FBSDEs) based on a new fundamental concept of transposition solutions. These schemes explo…

math.NA2018★ 3 cited

Approximation schemes for mixed optimal stopping and control problems with nonlinear expectations and jumps

Roxana Dumitrescu, Christoph Reisinger, Yufei Zhang

We propose a class of numerical schemes for mixed optimal stopping and control of processes with infinite activity jumps and where the objective is evaluated by a nonlinear expecta…