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Agent-based models provide a constructive approach to studying emergent dynamics in life-like systems composed of interacting, adaptive agents. Financial markets serve as a canonical example of such systems, where collective price dynamics…

计算金融 · 定量金融 2026-04-28 Ryuji Hashimoto , Ryosuke Takata , Masahiro Suzuki , Yuki Tanaka , Kiyoshi Izumi

Competition is a main tenet of economics, and the reason is that a perfectly competitive equilibrium is Pareto-efficient in the absence of externalities and public goods. Whether a product is selected in a market crucially relates to its…

经济学 · 定量金融 2015-12-09 Su Do Yi , Seung Ki Baek , Guillaume Chevereau , Eric Bertin

I study how organisations choose selection procedures in a competitive environment. Two firms compete to hire candidates of unknown productivity from a common pool. Firms simultaneously post a selection procedure which consists of a test…

理论经济学 · 经济学 2026-05-01 Nathan Hancart

Randomised control trials are currently the definitive gold standard approach for formal educational experiments. Although conclusions from these experiments are highly credible, their relatively slow experimentation rate, high expense and…

计算机与社会 · 计算机科学 2021-12-03 Luis M. Vaquero , Niall Twomey , Miguel Patricio Dias , Massimo Camplani , Robert Hardman

When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. Models of agent responsiveness, termed "strategic manipulation," analyze the…

机器学习 · 计算机科学 2019-05-13 Lily Hu , Nicole Immorlica , Jennifer Wortman Vaughan

The prevalence and importance of algorithmic two-sided marketplaces has drawn attention to the issue of fairness in such settings. Algorithmic decisions are used in assigning students to schools, users to advertisers, and applicants to job…

机器学习 · 计算机科学 2023-06-19 Siddartha Devic , David Kempe , Vatsal Sharan , Aleksandra Korolova

Matching markets are of particular interest in computer science and economics literature as they are often used to model real-world phenomena where we aim to equitably distribute a limited amount of resources to multiple agents and…

计算机科学与博弈论 · 计算机科学 2021-10-01 Andrew Yang , Bruce Changlong Xu , Ivan Villa-Renteria

The sustainability of the academic ecosystem relies on researcher demographics and gender balance, yet assessing these dynamics in a timely manner for policy is challenging. Here, we propose a researcher population pyramid framework for…

数字图书馆 · 计算机科学 2026-03-17 Kazuki Nakajima , Takayuki Mizuno

We introduce a new algorithm for finding stable matchings in multi-sided matching markets. Our setting is motivated by a PhD market of students, advisors, and co-advisors, and can be generalized to supply chain networks viewed as $n$-sided…

计算机科学与博弈论 · 计算机科学 2021-07-07 Maximilian Mordig , Riccardo Della Vecchia , Nicolò Cesa-Bianchi , Bernhard Schölkopf

Evolutionary competition often occurs simultaneously at multiple levels of organization, in which traits or behaviors that are costly for an individual can provide collective benefits to groups to which the individual belongs. Building off…

种群与进化 · 定量生物学 2024-11-14 Konstantinos Alexiou , Daniel B. Cooney

In this paper, we rigorously study the problem of cost optimisation of hybrid (mixed) institutional incentives, which are a plan of actions involving the use of reward and punishment by an external decision-maker, for maximising the level…

种群与进化 · 定量生物学 2023-10-09 M. H. Duong , C. M. Durbac , T. A. Han

The application of Reinforcement Learning (RL) to economic modeling reveals a fundamental conflict between the assumptions of equilibrium theory and the emergent behavior of learning agents. While canonical economic models assume atomistic…

综合经济学 · 经济学 2025-10-21 Ruxin Chen , Zeqiang Zhang

We develop an analytically tractable model featuring heterogeneous workers and firms, where labor markets clear through a one-to-many sorting mechanism. Firms determine both the number and composition of their employees, shaping (1) the…

理论经济学 · 经济学 2026-03-11 Paweł Gola , Haozhou Tang

In theoretical ML, the teacher-student paradigm is often employed as an effective metaphor for real-life tuition. The above scheme proves particularly relevant when the student network is overparameterized as compared to the teacher…

机器学习 · 计算机科学 2023-11-06 Lorenzo Giambagli , Lorenzo Buffoni , Lorenzo Chicchi , Duccio Fanelli

We study a signaling game between two firms competing to have their product chosen by a principal. The products have qualities drawn i.i.d. from a common prior. The principal aims to choose the better product, but the quality of a product…

计算机科学与博弈论 · 计算机科学 2021-10-22 Siddhartha Banerjee , David Kempe , Robert Kleinberg

We fully solve a sorting problem with heterogeneous firms and multiple heterogeneous workers whose skills are imperfect substitutes. We show that optimal sorting, which we call mixed and countermonotonic, is comprised of two regions. In the…

综合经济学 · 经济学 2023-11-28 Job Boerma , Aleh Tsyvinski , Alexander P. Zimin

Meritocratic systems, from admissions to hiring, aim to impartially reward skill and effort. Yet persistent disparities across race, gender, and class challenge this ideal. Some attribute these gaps to structural inequality; others to…

计算机科学与博弈论 · 计算机科学 2026-03-18 L. Elisa Celis , Lingxiao Huang , Milind Sohoni , Nisheeth K. Vishnoi

We introduce a new class of combinatorial markets in which agents have covering constraints over resources required and are interested in delay minimization. Our market model is applicable to several settings including scheduling, cloud…

计算机科学与博弈论 · 计算机科学 2017-04-17 Nikhil Devanur , Jugal Garg , Ruta Mehta , Vijay V. Vazirani , Sadra Yazdanbod

We introduce and study a non-equilibrium continuous-time dynamical model of the price of a single asset traded by a population of heterogeneous interacting agents in the presence of uncertainty and regulatory constraints. The model takes…

适应与自组织系统 · 物理学 2009-04-23 V. I. Yukalov , D. Sornette , E. P. Yukalova

Computing Education faces significant challenges in equipping graduates with the resilience necessary to remain relevant amid rapid technological change. While existing curricula cultivate computing competencies, they often fail to…

计算机与社会 · 计算机科学 2025-11-11 Enes Ayalp