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20162024
most citedDeep Learning for Mean Field Optimal Transport

3 citations · 14 across the 12 of their papers we have counts for

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6 papers · 1 filter

math.OC2024

How can the tragedy of the commons be prevented?: Introducing Linear Quadratic Mixed Mean Field Games

Gokce Dayanikli, Mathieu Lauriere

In a regular mean field game (MFG), the agents are assumed to be insignificant, they do not realize their effect on the population level and this may result in a phenomenon coined…

math.OC2024

A Deep Learning Method for Optimal Investment Under Relative Performance Criteria Among Heterogeneous Agents

Mathieu Laurière, Ludovic Tangpi, Xuchen Zhou

Graphon games have been introduced to study games with many players who interact through a weighted graph of interaction. By passing to the limit, a game with a continuum of player…

math.OC20232 cited

Multi-population Mean Field Games with Multiple Major Players: Application to Carbon Emission Regulations

Gokce Dayanikli, Mathieu Lauriere

In this paper, we propose and study a mean field game model with multiple populations of minor players and multiple major players, motivated by applications to the regulation of ca…

math.OC2023

Machine Learning architectures for price formation models with common noise

Diogo Gomes, Julian Gutierrez, Mathieu Laurière

We propose a machine learning method to solve a mean-field game price formation model with common noise. This involves determining the price of a commodity traded among rational ag…

math.OC20233 cited

Deep Learning for Mean Field Optimal Transport

Sebastian Baudelet, Brieuc Frénais, Mathieu Laurière +2

Mean field control (MFC) problems have been introduced to study social optima in very large populations of strategic agents. The main idea is to consider an infinite population and…

math.OC2022

Reinforcement Learning for Intra-and-Inter-Bank Borrowing and Lending Mean Field Control Game

Andrea Angiuli, Nils Detering, Jean-Pierre Fouque +2

We propose a mean field control game model for the intra-and-inter-bank borrowing and lending problem. This framework allows to study the competitive game arising between groups of…