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When deploying artificial agents in real-world environments where they interact with humans, it is crucial that their behavior is aligned with the values, social norms or other requirements of that environment. However, many environments…

机器学习 · 计算机科学 2023-05-05 Mattijs Baert , Pietro Mazzaglia , Sam Leroux , Pieter Simoens

In the classical principal-agent problem, a principal must design a contract to incentivize an agent to perform an action on behalf of the principal. We study the classical principal-agent problem in a setting where the agent can be of one…

计算机科学与博弈论 · 计算机科学 2020-10-15 Guru Guruganesh , Jon Schneider , Joshua Wang

The development of cooperative relations within and between firms plays an important role in the successful implementation of business strategy. How to produce such relations is less well understood. We build on work in relational contract…

计算机科学与博弈论 · 计算机科学 2012-03-07 Dan Ladley , Ian Wilkinson , Louise Young

With the increasing pace of automation, modern robotic systems need to act in stochastic, non-stationary, partially observable environments. A range of algorithms for finding parameterized policies that optimize for long-term average…

机器学习 · 计算机科学 2019-09-04 David Nass , Boris Belousov , Jan Peters

This paper examines the optimal contracts in a two-dimensional screening model where one dimension(group identity) is verifiable by agents but not falsifiable. A principal offers contracts to agents who differ in cost types and group…

理论经济学 · 经济学 2026-04-02 Charles Po-Cheng Huang

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

This paper proposes a novel continuous-time dynamic contract framework that has a risk-limiting capability. If a principal and an agent enter into such a contract, the principal can optimally manage its performance and risk with a guarantee…

最优化与控制 · 数学 2014-10-10 Insoon Yang , Duncan S. Callaway , Claire J. Tomlin

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 consider a seller who offers services to a buyer with multi-unit demand. Prior to the realization of demand, the buyer receives a noisy signal of their future demand, and the seller can design contracts based on the reported value of…

理论经济学 · 经济学 2025-02-13 Dirk Bergemann , Michael C. Wang

We study the profit maximization problem of a cognitive virtual network operator in a dynamic network environment. We consider a downlink OFDM communication system with various network dynamics, including dynamic user demands, uncertain…

网络与互联网体系结构 · 计算机科学 2012-12-18 Shuqin Li , Jianwei Huang , Shuo-Yen Robert Li

Linear contracts are ubiquitous in practice, yet optimal contract theory often prescribes complex, nonlinear structures. We provide a distributional robustness justification for linear contracts. We study a principal-agent problem where the…

计算机科学与博弈论 · 计算机科学 2026-04-28 Shiliang Zuo

Integrated sensing, computation, and communication (ISCC) has been recently considered as a promising technique for beyond 5G systems. In ISCC systems, the competition for communication and computation resources between sensing tasks for…

信息论 · 计算机科学 2023-06-07 Yinghui He , Guanding Yu , Yunlong Cai , Haiyan Luo

A review of economic approaches showed the lack of a universal method for assessing management decisions in the face of an increasing volume of analyzed data and changing parameters of the external environment. The method of integral…

最优化与控制 · 数学 2024-12-20 Sergey Masaev

Reward design is a critical part of the application of reinforcement learning, the performance of which strongly depends on how well the reward signal frames the goal of the designer and how well the signal assesses progress in reaching…

机器学习 · 计算机科学 2022-08-01 Yixiang Wang , Yujing Hu , Feng Wu , Yingfeng Chen

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

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

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

Contract scheduling is a widely studied framework for designing real-time systems with interruptible capabilities. Previous work has showed that a prediction on the interruption time can help improve the performance of contract-based…

数据结构与算法 · 计算机科学 2024-04-22 Spyros Angelopoulos , Marcin Bienkowski , Christoph Dürr , Bertrand Simon

I analyze long-term contracting in insurance markets with asymmetric information. The buyer privately observes her risk type, which evolves stochastically over time. A long-term contract specifies a menu of insurance policies, contingent on…

理论经济学 · 经济学 2022-09-01 Vitor Farinha Luz

We study the design of functional incentive mechanisms for dynamical systems, in which a leader designs a fixed incentive function to motivate a self-interested follower to actuate the system beneficially over an extended horizon, without…

系统与控制 · 电气工程与系统科学 2026-05-01 Jonas G. Matt , Saverio Bolognani , Florian Dörfler