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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

In multi-agent reinforcement learning, the inherent non-stationarity of the environment caused by other agents' actions posed significant difficulties for an agent to learn a good policy independently. One way to deal with non-stationarity…

机器学习 · 计算机科学 2022-06-22 Haobin Jiang , Yifan Yu , Zongqing Lu

Can a principal still offer optimal dynamic contracts that are linear in end-of-period outcomes when the agent controls a process that exhibits memory? We provide a positive answer by considering a general Gaussian setting where the output…

最优化与控制 · 数学 2022-09-23 Eduardo Abi Jaber , Stéphane Villeneuve

In the context of humans operating with artificial or autonomous agents in a hybrid team, it is essential to accurately identify when to authorize those team members to perform actions. Given past examples where humans and autonomous…

人工智能 · 计算机科学 2023-10-12 Andrew Fuchs , Andrea Passarella , Marco Conti

We study a general class of Principal-Agent problems in continuous time under hidden action. By formulating the model as a coupled stochastic optimal control problem we are able to find a set of necessary conditions characterizing optimal…

最优化与控制 · 数学 2014-11-27 Boualem Djehiche , Peter Helgesson

A group behavior of a heterogeneous multi-agent system is studied which obeys an "average of individual vector fields" under strong couplings among the agents. Under stability of the averaged dynamics (not asking stability of individual…

系统与控制 · 电气工程与系统科学 2021-09-21 Jin Gyu Lee , Hyungbo Shim

Present bias, the tendency to overvalue immediate rewards while undervaluing future ones, is a well-known barrier to achieving long-term goals. As artificial intelligence and behavioral economics increasingly focus on this phenomenon, the…

计算机科学与博弈论 · 计算机科学 2024-09-18 Yasunori Akagi , Hideaki Kim , Takeshi Kurashima

Our recent minimal model of cooperation (P. Gawronski et al, Physica A 388 (2009) 3581) is modified as to allow for time-dependent altruism. This evolution is based on reputation of other agents, which in turn depends on history. We show…

物理与社会 · 物理学 2012-08-29 A. Jarynowski , P. Gawronski , K. Kulakowski

Agent-based Models (ABMs) are valuable tools for policy analysis. ABMs help analysts explore the emergent consequences of policy interventions in multi-agent decision-making settings. But the validity of inferences drawn from ABM…

机器学习 · 计算机科学 2020-11-09 Osonde A. Osoba , Raffaele Vardavas , Justin Grana , Rushil Zutshi , Amber Jaycocks

Modeling social interactions based on individual behavior has always been an area of interest, but prior literature generally presumes rational behavior. Thus, such models may miss out on capturing the effects of biases humans are…

人工智能 · 计算机科学 2019-03-11 Nanda Kishore Sreenivas , Shrisha Rao

Understanding and predicting human actions has been a long-standing challenge and is a crucial measure of perception in robotics AI. While significant progress has been made in anticipating the future actions of individual agents, prior…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Zirui Wang , Xinran Zhao , Simon Stepputtis , Woojun Kim , Tongshuang Wu , Katia Sycara , Yaqi Xie

A broad set of empirical phenomenon in the study of social, economic and machine behaviour can be modelled as complex systems with averaging dynamics. However many of these models naturally result in consensus or consensus-like outcomes. In…

多智能体系统 · 计算机科学 2020-07-03 Orowa Sikder

We are looking for the agent-based treatment of the financial markets considering necessity to build bridges between microscopic, agent based, and macroscopic, phenomenological modeling. The acknowledgment that agent-based modeling…

统计金融 · 定量金融 2019-01-01 V. Gontis , A. Kononovicius

Agent-Based Models (ABMs) are powerful tools for studying emergent properties in complex systems. In ABMs, agent behaviors are governed by local interactions and stochastic rules. However, these rules are, in general, non-differentiable,…

人工智能 · 计算机科学 2025-11-27 Francesco Cozzi , Marco Pangallo , Alan Perotti , André Panisson , Corrado Monti

We study a variant of the principal-agent problem in which the principal does not directly observe the agent's effort outcome; rather, she gets a signal about the agent's action according to a variable information structure designed by a…

计算机科学与博弈论 · 计算机科学 2024-09-06 Yakov Babichenko , Inbal Talgam-Cohen , Haifeng Xu , Konstantin Zabarnyi

In this paper, we analyze the behavior of a multi-agent system driven by the interactions of agents within a competitive environment. To achieve this, we describe the transition probabilities that underlie the system's stochastic nature. We…

多智能体系统 · 计算机科学 2024-12-23 Mohammad Daneshvar , Mandana Delavari

There is great potential to be explored regarding the use of agent-based modelling and simulation as an alternative paradigm to investigate early-stage cancer interactions with the immune system. It does not suffer from some limitations of…

多智能体系统 · 计算机科学 2015-06-22 Grazziela P Figueredo , Peer-Olaf Siebers , Markus R Owen , Jenna Reps , Uwe Aickelin

How can agents learn internal models that veridically represent interactions with the real world is a largely open question. As machine learning is moving towards representations containing not just observational but also interventional…

机器学习 · 计算机科学 2024-07-03 Hamza Keurti , Hsiao-Ru Pan , Michel Besserve , Benjamin F. Grewe , Bernhard Schölkopf

Climate change is a major global challenge today. To assess how policies may lead to mitigation, economists have developed Integrated Assessment Models, however, most of the equilibrium based models have faced heavy critiques. Agent-based…

综合经济学 · 经济学 2023-01-23 Karl Naumann-Woleske

An agent-based model (ABM) is a computational model in which the local interactions of autonomous agents with each other and with their environment give rise to global properties within a given domain. As the detail and complexity of these…

动力系统 · 数学 2022-12-01 Daniel A. Cruz , Jack Toppen , Eunbi Park , Melissa L. Kemp , Elena S. Dimitrova