Paper: arXiv 2504.06717
Abstract
We propose a stochastic game modelling the strategic interaction between market makers and traders of optimal execution type. For traders, the permanent price impact commonly attributed to them is replaced by quoting strategies implemented by market makers. For market makers, order flows become endogenous, driven by tactical traders rather than assumed exogenously. Using the forward-backward stochastic differential equation (FBSDE) characterization of Nash equilibria, we establish a local well-posedness result for the general game. In the specific Almgren-Chriss-Avellaneda-Stoikov model, a decoupling approach guarantees the global well-posedness of the FBSDE system via the well-posedness of an associated backward stochastic Riccati equation. Finally, by introducing small diffusion terms into the inventory processes, global well-posedness is achieved for the approximation game.
Complexity vs Empirical Score
- Math Complexity: 9.5/10
- Empirical Rigor: 1.0/10
- Quadrant: Lab Rats — theoretically deep, empirically untested
Why this score: The paper is dense with advanced mathematics, including stochastic games, forward-backward SDEs, and matrix Riccati equations, but lacks empirical data, backtests, or implementation details, focusing entirely on theoretical well-posedness.
Research Flowchart
flowchart TD
A["Research Goal: Analyze strategic interaction<br>between market makers and traders"] --> B["Model Setup: Stochastic Game Formulation"]
B --> C{"Key Methodology: FBSDE Characterization<br>of Nash Equilibria"}
C --> D["Specific Model: Almgren-Chriss-Avellaneda-Stoikov"]
D --> E{"Computational Approach:<br>Decoupling & Riccati Equation"}
E --> F["Approximation: Small Diffusion Terms"]
F --> G["Outcomes: Local & Global Well-Posedness<br>of FBSDE System"]
Cited References (83)
- Optimal execution of portfolio transactions (2001)
- Optimal control of execution costs (1998)
- An FBSDE approach to market impact games with stochastic parameters (2021)
- Algorithmic trading with model uncertainty (2017)
- Optimal trading strategy and supply/demand dynamics (2013)
- Market maker competition and price efficiency: Evidence from China (2017)
- Price competition between market makers (1993)
- Solving forward-backward stochastic differential equations explicitly—a four step scheme (1994)
and 75 more
- On the existence and uniqueness of solutions to FBSDEs in a non-degenerate case (2002)
- On non-Markovian forward–backward SDEs and backward stochastic PDEs (2012)
- Existence, uniqueness and regularity of decoupling fields to multidimensional fully coupled FBSDEs (2013) — link
- Forward-backward stochastic differential equations and quasilinear parabolic PDEs (1999)
- Backward forward stochastic differential equations (1993)
- Optimal market making under partial information with general intensities (2020)
- Optimal dealer pricing under transactions and return uncertainty (1981)
- Optimal execution with quadratic variation inventories (2023)
- Market impact: A systematic study of limit orders (2017)
- Solving high-dimensional partial differential equations using deep learning (2018)
- Algorithmic and high-frequency trading (2015)
- Macroscopic market making games (2026)
- The Financial Mathematics of Market Liquidity (2016)
- Optimal execution with nonlinear impact functions and trading-enhanced risk (2003)
- Optimal execution with multiplicative price impact (2015)
- Optimal liquidation under stochastic price impact (2019)
- Optimal execution strategies in limit order books with general shape functions (2010)
- A mean field game of optimal portfolio liquidation (2021)
- Optimal trading with signals and stochastic price impact (2021) — link
- On regularized optimal execution problems and their singular limits (2021) — link
- Mean field game of controls and an application to trade crowding (2018)
- Mean-field game strategies for optimal execution (2019)
- High-frequency trading in a limit order book (2008)
- Introduction to stochastic calculus with applications (2012)
- Market making under a weakly consistent limit order book model (2019)
- Incorporating signals into optimal trading (2019)
- A simple microstructural explanation of the concavity of price impact (2022)
- Dynamic Equilibrium of Market Making with Price Competition (2021)
- Optimal market making with persistent order flow (2021)
- Optimal market making (2017)
- Optimal trading with signals and stochastic price impact (2022)
- Topics in matrix analysis (1994)
- On a matrix Riccati equation of stochastic control (1968)
- Dynamics of market making algorithms in dealer markets: Learning and tacit collusion (2022)
- Dealing with the inventory risk: a solution to the market making problem (2013)
- Optimal portfolio liquidation with limit orders (2012)
- Liquidation in limit order books with controlled intensity (2014)
- Mean field games with partial information for algorithmic trading (2018) — link
- A general stochastic maximum principle for optimal control problems (1990)
- A survey of nonsymmetric Riccati equations (2002)
- Matrix Riccati equations in control and systems theory (2012)
- Macroscopic Market Making — → 2307.14129
- Transient linear price impact and Fredholm integral equations (2012)
- Liquidity and market structure (1988)
- Continuous auctions and insider trading (1985)
- On regularized optimal execution problems and their singular limits (2022)
- Nonsmooth analysis and optimization (2017) — link
- Functional analysis, calculus of variations and optimal control (2013)
- A global implicit function theorem and its applications to functional equations (2014) — link
- Optimization and nonsmooth analysis (1990)
- A lower bound for the smallest singular value of a matrix (1975)
- On a global implicit function theorem for locally Lipschitz maps via non-smooth critical point theory (2018)
- Probabilistic Theory of Mean Field Games with Applications, Vols. I–II (2018)
- Optimal placement in a limit order book: an analytical approach (2017)
- Hedging with temporary price impact (2017)
- Forward-backward stochastic differential equations and their applications (1999)
- On well-posedness of forward–backward SDEs—A unified approach (2015)
- On path-dependent multidimensional forward-backward SDEs (2022)
- Optimal position targeting via decoupling fields (2020)
- Theory and applications of decoupling fields for forward-backward stochastic differential equations (2015)
- Intraday market making with overnight inventory costs (2020)
- Classical solutions to reaction–diffusion systems for hedging problems with interacting It ^o and point processes (2005)
- Fully coupled forward-backward stochastic differential equations and applications to optimal control (1999)
- On finite population games of optimal trading (2020) — link
- Incorporating order-flow into optimal execution (2016)
- A two-player portfolio tracking game (2022)
- Trading with the Crowd (2023)
- A State-Constrained Differential Game Arising in Optimal Portfolio Liquidation (2017)
- Coupled FBSDEs with measurable coefficients and its application to parabolic PDEs (2022)
- Stochastic Hamilton-Jacobi-Bellman equations (1992)
- An FBSDE approach to market impact games with stochastic parameters (2021)
- The non-linear market impact of large trades: Evidence from buy-side order flow (2013)
- Crossover from linear to square-root market impact (2019)
- Continuous-time stochastic control and optimization with financial applications (2009)
- Lectures on BSDEs, Stochastic Control, and Stochastic Differential Games with Financial Applications (2016)
1 of 83 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.