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相关论文: Contract theory in a VUCA world

200 篇论文

Real-world contracts are often ambiguous. While recent work by D\"utting, Feldman, Peretz, and Samuelson (EC 2023, Econometrica 2024) demonstrates that ambiguous contracts can yield large gains for the principal, their optimal solutions…

计算机科学与博弈论 · 计算机科学 2026-02-27 Paul Duetting , Michal Feldman , Yarden Rashti

Machine learning has become increasingly popular in informing data-driven policy-making. Policies influence behavior in individuals or populations, and ideally, through observational signals, policy-makers learn which policies are…

机器学习 · 计算机科学 2026-04-28 Shiliang Zuo

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

We study the hidden-action principal-agent problem in an online setting. In each round, the principal posts a contract that specifies the payment to the agent based on each outcome. The agent then makes a strategic choice of action that…

计算机科学与博弈论 · 计算机科学 2023-05-23 Banghua Zhu , Stephen Bates , Zhuoran Yang , Yixin Wang , Jiantao Jiao , Michael I. Jordan

We examine the trade-off between the provision of incentives to exert costly effort (ex-ante moral hazard) and the incentives needed to prevent the agent from manipulating the profit observed by the principal (ex-post moral hazard).…

理论经济学 · 经济学 2021-12-14 Jean-Gabriel Lauzier

We introduce a novel extension to robust control theory that explicitly addresses uncertainty in the value function's gradient, a form of uncertainty endemic to applications like reinforcement learning where value functions are…

机器学习 · 计算机科学 2025-07-22 Qian Qi

We study a stochastic control problem on a bounded domain, which arises from a continuous-time optimal management model. Via the corresponding Hamilton-Jacobi-Bellman equation the value function is shown to be jointly continuous and to…

概率论 · 数学 2017-10-24 Ruoting Gong , Christian Houdré

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

Modeling the purposeful behavior of imperfect agents from a small number of observations is a challenging task. When restricted to the single-agent decision-theoretic setting, inverse optimal control techniques assume that observed behavior…

计算机科学与博弈论 · 计算机科学 2015-03-19 Kevin Waugh , Brian D. Ziebart , J. Andrew Bagnell

The increasing deployment of AI is shaping the future landscape of the internet, which is set to become an integrated ecosystem of AI agents. Orchestrating the interaction among AI agents necessitates decentralized, self-sustaining…

计算机科学与博弈论 · 计算机科学 2024-10-08 Dima Ivanov , Paul Dütting , Inbal Talgam-Cohen , Tonghan Wang , David C. Parkes

In this paper we study the optimization problem of an economic agent who chooses a job and the time of retirement as well as consumption and portfolio of assets. The agent is constrained in the ability to borrow against future income. We…

最优化与控制 · 数学 2021-07-28 Junkee Jeon , Hyeng Keun Koo

A principal provides nondiscriminatory incentives for independent and identical agents. The principal cannot observe the agents' actions, nor does she know the entire set of actions available to them. It is shown, very generally, that any…

理论经济学 · 经济学 2024-01-31 Ashwin Kambhampati

In this paper, we extend the optimal securitisation model of Pag\`es [50] and Possama\"i and Pag\`es [51] between an investor and a bank to a setting allowing both moral hazard and adverse selection. Following the recent approach to these…

经济学 · 定量金融 2019-01-17 Nicolás Hernández Santibáñez , Dylan Possamaï , Chao Zhou

We study a natural combinatorial single-principal multi-agent contract design problem, in which a principal motivates a team of agents to exert effort toward a given task. At the heart of our model is a reward function, which maps the agent…

计算机科学与博弈论 · 计算机科学 2026-03-04 Paul Duetting , Tomer Ezra , Michal Feldman , Thomas Kesselheim

This paper focuses on the optimal control of a class of stochastic Volterra integral equations. Here the coefficients are regular and not assumed to be of convolution type. We show that, under mild regularity assumptions, these equations…

概率论 · 数学 2026-04-08 Dylan Possamaï , Mehdi Talbi

This paper investigates a Pareto optimal insurance problem, where the insured maximizes her rank-dependent utility preference and the insurer is risk neutral and employs the mean-variance premium principle. To eliminate potential moral…

风险管理 · 定量金融 2022-08-03 Zuo Quan Xu

Adding a capacity constraint to a hidden-action principal-agent problem results in the same set of Pareto optimal contracts as the unconstrained problem where output is scaled down by a constant factor. This scaling factor is increasing in…

理论经济学 · 经济学 2024-12-03 Aubrey Clark

We present a continuous-time contract whereby a top-level player can incentivize a hierarchy of players below him to act in his best interest despite only observing the output of his direct subordinate. This paper extends Sannikov's…

最优化与控制 · 数学 2015-11-25 Christopher W. Miller , Insoon Yang

We apply the stochastic Perron method of Bayraktar and S\^irbu to a general infinite horizon optimal control problem, where the state $X$ is a controlled diffusion process, and the state constraint is described by a closed set. We prove…

最优化与控制 · 数学 2014-09-25 Dmitry B. Rokhlin

We introduce a stochastic version of the optimal transport problem. We provide an analysis by means of the study of the associated Hamilton-Jacobi-Bellman equation, which is set on the set of probability measures. We introduce a new…

偏微分方程分析 · 数学 2024-05-22 Charles Bertucci