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We study a natural application of contract design in the context of sequential exploration problems. In our principal-agent setting, a search task is delegated to an agent. The agent performs a sequential exploration of $n$ boxes, suffers…

计算机科学与博弈论 · 计算机科学 2025-01-27 Martin Hoefer , Conrad Schecker , Kevin Schewior

We consider a principal-agent problem where the agent may privately choose to acquire relevant information prior to taking a hidden action. This model generalizes two special cases: a classic moral hazard setting, and a more recently…

计算机科学与博弈论 · 计算机科学 2022-06-13 Maneesha Papireddygari , Bo Waggoner

We propose a distributionally robust principal agent formulation, which generalizes some common variants of worst-case and Bayesian principal agent problems. We construct a theoretical framework to certify whether any surjective contract…

理论经济学 · 经济学 2024-01-17 Peter Zhang

Partially Controlled Multi-Agent Systems (PCMAS) are comprised of controllable agents, managed by a system designer, and uncontrollable agents, operating autonomously. This study addresses an optimal composition design problem in PCMAS,…

多智能体系统 · 计算机科学 2025-02-19 Kyeonghyeon Park , David Molina Concha , Hyun-Rok Lee , Chi-Guhn Lee , Taesik Lee

In the conventional principal-agent problem, a principal delegates a task to an agent and formulates a contract to incentivize the agent's actions on behalf of the principal. However, this framework overlooks the information that is…

计算机科学与博弈论 · 计算机科学 2026-04-20 Yirui Zhang , Zhixuan Fang

We propose to study electricity capacity remuneration mechanism design through a Principal-Agent approach. The Principal represents the aggregation of electricity consumers (or a representative entity), subject to the physical risk of…

综合经济学 · 经济学 2020-09-02 Clémence Alasseur , Heythem Farhat , Marcelo Saguan

In the combinatorial action model of contract design, a principal delegates a complex project to an agent, incentivizing a subset of actions from a ground set of $n$ actions, via a linear contract. Computing the optimal contract is a…

计算机科学与博弈论 · 计算机科学 2026-04-17 Elizabeth Baldwin , Paul Duetting , Michal Feldman , Maya Schlesinger

Modern AI systems increasingly operate inside markets and institutions where data, behavior, and incentives are endogenous. This paper develops an economic foundation for multi-agent learning by studying a principal-agent interaction in a…

机器学习 · 统计学 2026-01-08 Nassim Helou

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

This paper introduces a novel approach to solve the coverage optimization problem in multi-agent systems. The proposed technique offers an optimal solution with a lower cost with respect to conventional Voronoi-based techniques by…

系统与控制 · 电气工程与系统科学 2025-08-12 Mohammadhasan Faghihi , Meysam Yadegar , Mohammadhosein Bakhtiaridoust , Nader Meskin , Javad Sharifi , Peng Shi

Quantitative requirements play an important role in the context of multi-agent systems, where there is often a trade-off between the tasks of individual agents and the constraints that the agents must jointly adhere to. We study multi-agent…

计算机科学中的逻辑 · 计算机科学 2024-12-18 Rafael Dewes , Rayna Dimitrova

Civic Crowdfunding (CC) uses the ``power of the crowd'' to garner contributions towards public projects. As these projects are non-excludable, agents may prefer to ``free-ride,'' resulting in the project not being funded. For single project…

计算机科学与博弈论 · 计算机科学 2022-11-28 Sankarshan Damle , Manisha Padala , Sujit Gujar

We study a new class of contract design problems where a principal delegates the execution of multiple projects to a set of agents. The principal's expected reward from each project is a combinatorial function of the agents working on it.…

计算机科学与博弈论 · 计算机科学 2025-06-09 Tal Alon , Matteo Castiglioni , Junjie Chen , Tomer Ezra , Yingkai Li , Inbal Talgam-Cohen

In this paper, we initiate the computational problem of jointly designing information and contracts. We consider three possible classes of contracts with decreasing flexibility and increasing simplicity: ambiguous contracts, menus of…

计算机科学与博弈论 · 计算机科学 2024-07-09 Matteo Castiglioni , Junjie Chen

A contract is an economic tool used by a principal to incentivize one or more agents to exert effort on her behalf, by defining payments based on observable performance measures. A key challenge addressed by contracts -- known in economics…

计算机科学与博弈论 · 计算机科学 2024-12-24 Paul Duetting , Michal Feldman , Inbal Talgam-Cohen

Incentives are more likely to elicit desired outcomes when they are designed based on accurate models of agents' strategic behavior. A growing literature, however, suggests that people do not quite behave like standard economic agents in a…

计算机科学与博弈论 · 计算机科学 2014-06-09 Arpita Ghosh , Robert Kleinberg

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 explores the capacity of artificial intelligence (AI) algorithms to autonomously design incentive-compatible contracts in dual-principal-agent settings, a relatively unexplored aspect of algorithmic mechanism design. We develop a…

人工智能 · 计算机科学 2024-06-14 Qian Qi

We consider the information design problem in spatial resource competition settings. Agents gather at a location deciding whether to move to another location for possibly higher level of resources, and the utility each agent gets by moving…

计算机科学与博弈论 · 计算机科学 2019-09-30 Pu Yang , Krishnamurthy Iyer , Peter Frazier

The emergent behavior of a distributed system is conditioned by the information available to the local decision-makers. Therefore, one may expect that providing decision-makers with more information will improve system performance; in this…

计算机科学与博弈论 · 计算机科学 2023-06-23 Bryce L. Ferguson , Dario Paccagnan , Jason R. Marden