Monotone Multispecies Flows

Abstract. We present a novel notion of [Formula: see text]-monotonicity for an [Formula: see text]-species system of partial differential equations governed by mass-preserving flow dynamics, extending monotonicity in Banach spaces to the Wasserstein-2 metric space. We show that monotonicity implies the existence of and convergence to a unique steady state, convergence of the velocity fields and second moments, and contraction in the Wasserstein-2 metric, at rates dependent on [Formula: see text]. In the special setting of Wasserstein-2 gradient descent of different energies for each species, we prove convergence to the unique Nash equilibrium of the associated energies and delineate the relationship between monotonicity and displacement convexity. This extends known zero-sum results in infinite-dimensional game theory to the general-sum setting. We provide a number of examples of monotone coupled gradient flow systems, including cross-diffusion, gradient flows with potentials, nonlocal interaction, linear and nonlinear diffusion, and min-max systems, and draw connections to a class of mean-field games. Numerically, we demonstrate convergence of a four-player economic model for service providers and strategic users competing in a market, and a degenerately monotone game.

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Publication Details

Journal
SIAM Journal on Applied Dynamical Systems
Published
2026-10-28
DOI
https://doi.org/10.1137/25m1780808
Primary Topic
Geometric Analysis and Curvature Flows
Type
article
Field-Weighted Citation Impact
0.00

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article

Monotone Multispecies Flows

Lillian J. Ratliff, Franca Hoffmann, Lauren Conger, Eric Mazumdar
1 links
SIAM Journal on Applied Dynamical Systems
Geometric Analysis and Curvature Flows
article

Monotone Multispecies Flows

Lillian J. Ratliff, Franca Hoffmann, Lauren Conger, Eric Mazumdar
article en

Abstract

Abstract. We present a novel notion of [Formula: see text]-monotonicity for an [Formula: see text]-species system of partial differential equations governed by mass-preserving flow dynamics, extending monotonicity in Banach spaces to the Wasserstein-2 metric space. We show that monotonicity implies the existence of and convergence to a unique steady state, convergence of the velocity fields and second moments, and contraction in the Wasserstein-2 metric, at rates dependent on [Formula: see text]. In the special setting of Wasserstein-2 gradient descent of different energies for each species, we prove convergence to the unique Nash equilibrium of the associated energies and delineate the relationship between monotonicity and displacement convexity. This extends known zero-sum results in infinite-dimensional game theory to the general-sum setting. We provide a number of examples of monotone coupled gradient flow systems, including cross-diffusion, gradient flows with potentials, nonlocal interaction, linear and nonlinear diffusion, and min-max systems, and draw connections to a class of mean-field games. Numerically, we demonstrate convergence of a four-player economic model for service providers and strategic users competing in a market, and a degenerately monotone game.

SIAM Journal on Applied Dynamical SystemsVol. 25(4)
California Institute of Technology (US), University of Washington (US), Stanford University (US)
National Science Foundation, Office of Naval Research, Air Force Office of Scientific Research
Openalex Percentile: Top 96%
Geometric Analysis and Curvature Flows
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Monotone Multispecies Flows — Lillian J. Ratliff, Franca Hoffmann, et al. · SIAM Journal on Applied Dynamical Systems (2026) | TGRS Research Map | TGRS