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We study how long-lived, rational agents learn in a social network. In every period, after observing the past actions of his neighbors, each agent receives a private signal, and chooses an action whose payoff depends only on the state.…

理论经济学 · 经济学 2024-07-22 Wanying Huang , Philipp Strack , Omer Tamuz

LLM-based agents are rapidly being adopted for scientific data analysis, automating tasks once limited by human time and expertise. This capability is often framed as an acceleration of discovery, but it also accelerates a familiar failure…

人工智能 · 计算机科学 2026-05-21 Dionizije Fa , Marko Culjak

We consider biological individuality in terms of information theoretic and graphical principles. Our purpose is to extract through an algorithmic decomposition system-environment boundaries supporting individuality. We infer or detect…

种群与进化 · 定量生物学 2014-12-09 David Krakauer , Nils Bertschinger , Eckehard Olbrich , Nihat Ay , Jessica C. Flack

What makes a society possible at all? How is coordination and cooperation in social activity possible? What is the minimal mental architecture of a social agent? How is the information about the state of the world related to the agents…

人工智能 · 计算机科学 2025-05-14 Eric Werner

Societies often rely on human experts to take a wide variety of decisions affecting their members, from jail-or-release decisions taken by judges and stop-and-frisk decisions taken by police officers to accept-or-reject decisions taken by…

机器学习 · 统计学 2018-05-29 Isabel Valera , Adish Singla , Manuel Gomez Rodriguez

We study policy distillation under privileged information, where a student policy with only partial observations must learn from a teacher with full-state access. A key challenge is information asymmetry: the student cannot directly access…

机器人学 · 计算机科学 2025-05-15 Yujin Kim , Nathaniel Chin , Arnav Vasudev , Sanjiban Choudhury

An evolving population, in which individual members (`agents') adapt their behaviour according to past experience, is of central importance to many disciplines. Because of their limited knowledge and capabilities, agents are forced to make…

凝聚态物理 · 物理学 2009-10-31 Neil F. Johnson , Pak Ming Hui , Rob Jonson , Ting Shek Lo

Living in the 'Information Age' means that not only access to information has become easier but also that the distribution of information is more dynamic than ever. Through a large-scale online field experiment, we provide new empirical…

计算机与社会 · 计算机科学 2023-01-05 Taha Yasseri , Jannie Reher

The framework of algorithmic knowledge assumes that agents use deterministic knowledge algorithms to compute the facts they explicitly know. We extend the framework to allow for randomized knowledge algorithms. We then characterize the…

人工智能 · 计算机科学 2017-01-11 Joseph Y. Halpern , Riccardo Pucella

Data-based decisionmaking must account for the manipulation of data by agents who are aware of how decisions are being made and want to affect their allocations. We study a framework in which, due to such manipulation, data becomes less…

理论经济学 · 经济学 2022-12-29 Alex Frankel , Navin Kartik

Consider the following belief change/merging scenario. A group of information sources gives a sequence of reports about the state of the world at various instances (e.g. different points in time). The true states at these instances are…

人工智能 · 计算机科学 2022-05-03 Joseph Singleton , Richard Booth

Statisticians and data scientists find insights that help lead to better understanding and better outcomes. When clients and managers come to us for help (and even when they don't), we want to share our advice. While we should be free to…

统计方法学 · 统计学 2023-06-19 Joel Atkins

In inductive inference, we investigate the learnability of classes of formal languages. We are interested in what classes of languages are learnable in certain learning settings. A class of languages is learnable, if there is a learner that…

形式语言与自动机理论 · 计算机科学 2025-03-25 Niklas Mohrin

A standard belief on emerging collective behavior is that it emerges from simple individual rules. Most of the mathematical research on such collective behavior starts from imperative individual rules, like always go to the center. But how…

种群与进化 · 定量生物学 2018-02-23 El Mahdi El Mhamdi , Rachid Guerraoui , Alexandre Maurer , Vladislav Tempez

I give a short introduction to data ethics. I begin with some background information and societal context for data ethics. I then discuss data ethics in mathematical-science education and indicate some available course material. I briefly…

历史与综述 · 数学 2024-07-26 Mason A. Porter

Getting a group to adopt cooperative norms is an enduring challenge. But in real-world settings, individuals don't just passively accept static environments, they act both within and upon the social systems that structure their…

社会与信息网络 · 计算机科学 2025-02-11 Qiankun Zhong , Nori Jacoby , Ofer Tchernichovski , Seth Frey

The impact of Artificial Intelligence does not depend only on fundamental research and technological developments, but for a large part on how these systems are introduced into society and used in everyday situations. AI is changing the way…

计算机与社会 · 计算机科学 2022-05-24 Virginia Dignum

Most fact checking models for automatic fake news detection are based on reasoning: given a claim with associated evidence, the models aim to estimate the claim veracity based on the supporting or refuting content within the evidence. When…

计算与语言 · 计算机科学 2021-05-18 Casper Hansen , Christian Hansen , Lucas Chaves Lima

At least ninety countries implement Freedom of Information laws that state that government documents must be made freely available, or opened, to the public. However, many government documents contain sensitive information, such as personal…

计算机与社会 · 计算机科学 2019-07-08 Graham McDonald , Craig Macdonald , Iadh Ounis

Observation of other people's choices can provide useful information in many circumstances. However, individuals may not utilize this information efficiently, i.e., they may make decision-making errors in social interactions. In this paper,…

综合经济学 · 经济学 2021-08-10 Mohsen Foroughifar