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A principal must decide between two options. Which one she prefers depends on the private information of two agents. One agent always prefers the first option; the other always prefers the second. Transfers are infeasible. One application…

理论经济学 · 经济学 2022-05-24 Deniz Kattwinkel , Axel Niemeyer , Justus Preusser , Alexander Winter

We study a robust contract design problem with deferred inspection, in which a principal allocates a scarce resource to an agent, observes the agent's realized outcome ex post at negligible cost, and conditions transfers on this information…

理论经济学 · 经济学 2026-01-12 Halil I. Bayrak , Martin Bichler

When multiple informative equilibria are possible in a general cheap talk game, how much information can a principal guarantee herself? To answer this question, I define the notion of worst-case implementation-implementation via the worst…

理论经济学 · 经济学 2026-02-17 Andrei Iakovlev

In the classical principal-agent hidden-action contract model, a principal delegates the execution of a costly task to an agent. In order to complete the task, the agent chooses an action from a set of actions, where each potential action…

计算机科学与博弈论 · 计算机科学 2025-11-27 Tomer Ezra , Stefano Leonardi , Matteo Russo

We study the role of regulatory inspections in a contract design problem in which a principal interacts separately with multiple agents. Each agent's hidden action includes a dimension that determines whether they undertake an extra costly…

计算机科学与博弈论 · 计算机科学 2023-11-07 Alireza Fallah , Michael I. Jordan

I study whether and which expert incentives can be provided at what cost when the states of the world become non-contractible, but there is some noisy observation about the states that can be contracted upon. A principal hires an agent to…

理论经济学 · 经济学 2025-11-12 Zizhe Xia

We study linear contracts for combinatorial problems in multi-agent settings. In this problem, a principal designs a linear contract with several agents, each of whom can decide to take a costly action or not. The principal observes only…

计算机科学与博弈论 · 计算机科学 2024-12-19 Kanstantsin Pashkovich , Jacob Skitsko

An indivisible object may be sold to one of $n$ agents who know their valuations of the object. The seller would like to use a revenue-maximizing mechanism but her knowledge of the valuations' distribution is scarce: she knows only the…

理论经济学 · 经济学 2020-08-27 Alex Suzdaltsev

We investigate the mechanism design problem faced by a principal who hires \emph{multiple} agents to gather and report costly information. Then, the principal exploits the information to make an informed decision. We model this problem as a…

计算机科学与博弈论 · 计算机科学 2023-07-13 Federico Cacciamani , Matteo Castiglioni , Nicola Gatti

In practice, incentive providers (i.e., principals) often cannot observe the reward realizations of incentivized agents, which is in contrast to many principal-agent models that have been previously studied. This information asymmetry…

机器学习 · 计算机科学 2023-08-15 Ilgin Dogan , Zuo-Jun Max Shen , Anil Aswani

This article studies the problem of evaluating the information that a Principal lacks when establishing an incentive contract with an Agent whose effort is not observable. The Principal ("she") pays a continuous rent to the Agent ("he"),…

最优化与控制 · 数学 2023-04-10 Ishak Hajjej , Caroline Hillairet , Mohamed Mnif

We study a multi-agent contracting problem where agents exert costly effort to achieve individually observable binary outcomes. While the principal can theoretically extract the full social welfare using a discriminatory contract that…

计算机科学与博弈论 · 计算机科学 2026-02-13 Johannes Brustle , Paul Duetting , Stefano Leonardi , Tomasz Ponitka , Matteo Russo

When machine learning is outsourced to a rational agent, conflicts of interest might arise and severely impact predictive performance. In this work, we propose a theoretical framework for incentive-aware delegation of machine learning…

机器学习 · 计算机科学 2023-12-07 Eden Saig , Inbal Talgam-Cohen , Nir Rosenfeld

We analyze how firms should design wage contracts when workers collaborate in teams and effort costs depend on colleagues through a peer network. Performance-based compensation generates incentives that cascade through the organization,…

理论经济学 · 经济学 2026-04-17 Marc Claveria-Mayol , Pau Milán , Nicolás Oviedo-Dávila

This paper considers the hidden-action model of the principal-agent problem, in which a principal incentivizes an agent to work on a project using a contract. We investigate whether contracts with bounded payments are learnable and…

计算机科学与博弈论 · 计算机科学 2024-02-23 Yurong Chen , Zhaohua Chen , Xiaotie Deng , Zhiyi Huang

Principal agent games are a growing area of research which focuses on the optimal behaviour of a principal and an agent, with the former contracting work from the latter, in return for providing a monetary award. While this field…

数理金融 · 定量金融 2022-06-28 Dena Firoozi , Arvind V Shrivats , Sebastian Jaimungal

We study incentive design when multiple principals simultaneously design mechanisms for their respective teams in environments with strategic spillovers. In this environment, each principal's set of incentive-compatible mechanisms--those…

理论经济学 · 经济学 2026-05-11 Brian Roberson

This paper studies contracting in the presence of externalities with a non-contractible outsider. Multiple equilibria arise from strategic symmetry between the insider agent and the outsider. To address strategic uncertainty, the principal…

理论经济学 · 经济学 2025-09-09 Hongcheng Li

We consider moral hazard problems where a principal has access to rich monitoring data about an agent's action. Rather than focusing on optimal contracts (which are known to in general be complicated), we characterize the optimal rate at…

理论经济学 · 经济学 2024-07-04 Mira Frick , Ryota Iijima , Yuhta Ishii

We consider the design of experiments to evaluate treatments that are administered by self-interested agents, each seeking to achieve the highest evaluation and win the experiment. For example, in an advertising experiment, a company wishes…

统计方法学 · 统计学 2015-09-18 Panos Toulis , David C. Parkes , Elery Pfeffer , James Zou