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This work considers a repeated principal-agent bandit game, where the principal can only interact with her environment through the agent. The principal and the agent have misaligned objectives and the choice of action is only left to the…

We characterize the optimal reward functions (scoring rules) that incentivize an agent to acquire information and report it truthfully to the principal. The optimal scoring rules let the agent make a simple binary bet in single-dimensional…

计算机科学与博弈论 · 计算机科学 2025-10-03 Jason D. Hartline , Yingkai Li , Liren Shan , Yifan Wu

We study the problem of agent selection in causal strategic learning under multiple decision makers and address two key challenges that come with it. Firstly, while much of prior work focuses on studying a fixed pool of agents that remains…

人工智能 · 计算机科学 2024-02-06 Kiet Q. H. Vo , Muneeb Aadil , Siu Lun Chau , Krikamol Muandet

Strategic learning studies how decision rules interact with agents who may strategically change their inputs/features to achieve better outcomes. In standard settings, models assume that the decision-maker's sole scope is to learn a…

计算机科学与博弈论 · 计算机科学 2025-10-23 Valia Efthymiou , Ekaterina Fedorova , Chara Podimata

A principal and an agent can launch a project under unanimous consent. Their individual payoffs from the project depend on an underlying state, and the agent privately knows his own preference. The principal can conduct a test to learn…

理论经济学 · 经济学 2026-02-06 Yingkai Li , Boli Xu

I provide a sufficient condition under which a principal does not benefit from committing to a mechanism in economic models represented by a maximisation problem under constraints. These problems include mechanism design, principal-agent…

理论经济学 · 经济学 2025-10-10 Nathan Hancart

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

We study a principal-agent team production model. The principal hires a team of agents to participate in a common production task. The exact effort of each agent is unobservable and unverifiable, but the total production outcome (e.g. the…

计算机科学与博弈论 · 计算机科学 2025-05-27 Shiliang Zuo

Models of economic decision makers often include idealized assumptions, such as rationality, perfect foresight, and access to all relevant pieces of information. These assumptions often assure the models' internal validity, but, at the same…

综合经济学 · 经济学 2021-07-09 Patrick Reinwald , Stephan Leitner , Friederike Wall

I study the optimal design of ratings to motivate agent investment in quality when transfers are unavailable. The principal designs a rating scheme that maps the agent's quality to a (possibly stochastic) score. The agent has private…

理论经济学 · 经济学 2025-08-11 Peiran Xiao

We consider the problem of creating assistants that can help agents solve new sequential decision problems, assuming the agent is not able to specify the reward function explicitly to the assistant. Instead of acting in place of the agent…

机器学习 · 计算机科学 2022-12-01 Sebastiaan De Peuter , Samuel Kaski

In many predictive decision-making scenarios, such as credit scoring and academic testing, a decision-maker must construct a model that accounts for agents' propensity to "game" the decision rule by changing their features so as to receive…

机器学习 · 计算机科学 2022-08-26 Yonadav Shavit , Benjamin Edelman , Brian Axelrod

Large language models have shown promising results in zero-shot settings (Brown et al.,2020; Radford et al., 2019). For example, they can perform multiple choice tasks simply by conditioning on a question and selecting the answer with the…

计算与语言 · 计算机科学 2022-11-22 Ari Holtzman , Peter West , Vered Shwartz , Yejin Choi , Luke Zettlemoyer

We study how to optimally design selection mechanisms, accounting for agents' investment incentives. A principal wishes to allocate a resource of homogeneous quality to a heterogeneous population of agents. The principal commits to a…

理论经济学 · 经济学 2025-11-11 Victor Augias , Eduardo Perez-Richet

We study Bayesian Persuasion with multiple senders who have access to conditionally independent experiments (and possibly others). Senders have zero-sum preferences over information revealed. We characterize when any set of states can be…

理论经济学 · 经济学 2022-06-14 Dilip Ravindran , Zhihan Cui

In this paper, we study belief elicitation about an uncertain future event, where the reports will affect a principal's decision. We study two problems that can arise in this setting: (1) Agents may have an interest in the outcome of the…

计算机科学与博弈论 · 计算机科学 2023-03-01 Manuel Wuthrich , Mark York , David C. Parkes

We consider settings where an uninformed principal must hear arguments from two better-informed agents, corresponding to two possible courses of action that they argue for. The arguments are verifiable in the sense that the true state of…

计算机科学与博弈论 · 计算机科学 2025-12-01 Alexander Heckett , Vincent Conitzer

Contemporary scientific research is a distributed, collaborative endeavor, carried out by teams of researchers, regulatory institutions, funding agencies, commercial partners, and scientific bodies, all interacting with each other and…

统计方法学 · 统计学 2024-02-09 Stephen Bates , Michael I. Jordan , Michael Sklar , Jake A. Soloff

We study the incentivized information acquisition problem, where a principal hires an agent to gather information on her behalf. Such a problem is modeled as a Stackelberg game between the principal and the agent, where the principal…

机器学习 · 计算机科学 2023-08-08 Siyu Chen , Jibang Wu , Yifan Wu , Zhuoran Yang

Proper scoring rules elicit truth-telling when making predictions, or otherwise revealing information. However, when multiple predictions are made of the same event, telling the truth is in general no longer optimal, as agents are motivated…

计算机科学与博弈论 · 计算机科学 2017-07-04 Amir Ban
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