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Connections between coupling and Ishii-Lions methods for tug-of-war with noise stochastic games

Riku Anttila, Juan J. Manfredi, Mikko Parviainen

TL;DR

The article unifies stochastic coupling methods from tug-of-war with noise with the Ishii-Lions regularity framework for viscosity solutions by deriving and analyzing $2n$-dimensional dynamic programming principles ($2n$-DPPs) and their associated $2n$-PDEs. It demonstrates how reflection-type couplings in ${f R}^{2n}$ reproduce the key analytic structures of the Laplacian, infinity-Laplacian, and normalized $p$-Laplacians, and shows how the Ishii-Lions barrier/maximum principle translates to a robust Hölder regularity theory across these operators. The work provides a coherent probabilistic-analytic pathway that links stochastic game dynamics to the classical PDE regularity toolbox, suggesting a unified approach to regularity via doubled-variable PDEs. These connections enhance intuition for both stochastic games and viscosity solutions and may inform future cross-disciplinary techniques in nonlinear potential theory and stochastic control.

Abstract

We present a streamlined account of two different regularity methods as well as their connections. We consider the coupling method in the context of tug-of-war with noise stochastic games, and consider viscosity solutions of the $p$-Laplace equation in the context of the Ishii-Lions method.

Connections between coupling and Ishii-Lions methods for tug-of-war with noise stochastic games

TL;DR

The article unifies stochastic coupling methods from tug-of-war with noise with the Ishii-Lions regularity framework for viscosity solutions by deriving and analyzing -dimensional dynamic programming principles (-DPPs) and their associated -PDEs. It demonstrates how reflection-type couplings in reproduce the key analytic structures of the Laplacian, infinity-Laplacian, and normalized -Laplacians, and shows how the Ishii-Lions barrier/maximum principle translates to a robust Hölder regularity theory across these operators. The work provides a coherent probabilistic-analytic pathway that links stochastic game dynamics to the classical PDE regularity toolbox, suggesting a unified approach to regularity via doubled-variable PDEs. These connections enhance intuition for both stochastic games and viscosity solutions and may inform future cross-disciplinary techniques in nonlinear potential theory and stochastic control.

Abstract

We present a streamlined account of two different regularity methods as well as their connections. We consider the coupling method in the context of tug-of-war with noise stochastic games, and consider viscosity solutions of the -Laplace equation in the context of the Ishii-Lions method.
Paper Structure (13 sections, 5 theorems, 151 equations)

This paper contains 13 sections, 5 theorems, 151 equations.

Key Result

Lemma 2.1

Let $x_0, y_0$, $P_{x_0,y_0}$ and $f$ be as above. Then

Theorems & Definitions (11)

  • Lemma 2.1
  • proof
  • Lemma 2.2
  • Example 2.3
  • Theorem 3.1: Ishii-Lions
  • proof
  • Theorem 5.1: Ishii-Lions
  • proof
  • Theorem 5.2
  • proof
  • ...and 1 more