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Stackelberg Mean Field Games: convergence and existence results to the problem of Principal with multiple Agents in competition

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arxiv 2309.00640 v1 pith:BI46JVF3 submitted 2023-08-28 math.OC math.PR

classification math.OCmath.PR
keywords agentsprincipalproblemagentdistributionempiricalinvolvinglimit
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abstract

In a situation of moral hazard, this paper investigates the problem of Principal with $n$ Agents when the number of Agents $n$ goes to infinity. There is competition between the Agents expressed by the fact that they optimize their utility functions through a Nash equilibrium criterion. Each Agent is offered by the Principal a contract which is divided into a Markovian part involving the state/production of the Agent and a non--Markovian part involving the states/productions of all the other Agents. The Agents are in interactions. These interactions are characterized by common noise, the empirical distribution of states/productions and controls, and the contract which is not assumed to be a map of the empirical distribution. By the help of the mean field games theory, we are able to formulate an appropriate $limit$ problem involving a Principal with a $representative$ Agent. We start by solving the problem of both the Principal and the $representative$ Agent in this $limit$ problem. Then, when $n$ goes to infinity, we show that the problem of Principal with $n$ Agents converges to the $limit$ problem of Principal with a $representative$ Agent. A notable result is that, despite allowing a general type of contracts, it is approximately optimal for the Principal to offer contracts to the $n$ Agents that are maps of the empirical distribution of states/productions and controls of the Agents.

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Cited by 2 Pith papers

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  1. Optimal hedging of an informed broker facing many traders

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    An informed broker's optimal policy is to conceal the drift until a deterministic critical time, then disclose it fully, with an explicit piecewise control that is C/sqrt(N) optimal for finite trader populations.

  2. Stackelberg Games with a Robust Leader

    math.OC 2026-07 conditional novelty 6.0 of 10

    A worst-case robust leader's value in continuous-time multi-follower Stackelberg games is formally connected to a Wasserstein-space HJB equation, but the required technical conditions fail for the motivating model.

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