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Professional networks -- the social networks among people in a given line of work -- can serve as a conduit for job prospects and other opportunities. Here we propose a model for the formation of such networks and the transfer of…

计算机科学与博弈论 · 计算机科学 2024-06-28 Cynthia Dwork , Chris Hays , Jon Kleinberg , Manish Raghavan

Collecting more diverse and representative training data is often touted as a remedy for the disparate performance of machine learning predictors across subpopulations. However, a precise framework for understanding how dataset properties…

机器学习 · 计算机科学 2021-06-08 Esther Rolf , Theodora Worledge , Benjamin Recht , Michael I. Jordan

Pre-training datasets are critical for building state-of-the-art machine learning models, motivating rigorous study on their impact on downstream tasks. In this work, we study the impact of the trade-off between the intra-class diversity…

机器学习 · 计算机科学 2023-12-04 Jieyu Zhang , Bohan Wang , Zhengyu Hu , Pang Wei Koh , Alexander Ratner

Cross-training workers is one of the most efficient ways to achieve flexibility in manufacturing and service systems to increase responsiveness to demand variability. However, it is generally the case that cross-trained employees are not as…

最优化与控制 · 数学 2019-08-15 Burak Buke , Ozgur M. Araz , John W. Fowler

Migration presents sweeping societal challenges that have recently attracted significant attention from the scientific community. One of the prominent approaches that have been suggested employs optimization and machine learning to match…

计算机科学与博弈论 · 计算机科学 2019-11-20 Paul Gölz , Ariel D. Procaccia

In fair machine learning, one source of performance disparities between groups is over-fitting to groups with relatively few training samples. We derive group-specific bounds on the generalization error of welfare-centric fair machine…

机器学习 · 计算机科学 2024-03-01 Cyrus Cousins , I. Elizabeth Kumar , Suresh Venkatasubramanian

We analyze how firms should design wage contracts when workers collaborate in teams and effort costs depend on colleagues through a peer network. Performance-based compensation generates incentives that cascade through the organization,…

理论经济学 · 经济学 2026-04-17 Marc Claveria-Mayol , Pau Milán , Nicolás Oviedo-Dávila

The pursuit of highest payoffs in evolutionary social dilemmas is risky and sometimes inferior to conformity. Choosing the most common strategy within the interaction range is safer because it ensures that the payoff of an individual will…

物理与社会 · 物理学 2014-12-23 Attila Szolnoki , Matjaz Perc

Multi-unit organizations are a form of organizations where the geographically dispersed units provide similar products or services in different markets. Deciding on an appropriate level of centralization in such organizations presents a…

综合经济学 · 经济学 2025-08-19 Ravshanbek Khodzhimatov , Stephan Leitner , Friederike Wall

Involution now refers to the phenomenon that competitors in the same field make more efforts to struggle for limited resources but get lower individual ''profit effort ratio''. In this work, we investigate the evolution of the involution…

物理与社会 · 物理学 2024-01-23 Bo Li

Machine learning has grown in popularity to help assign resources and make decisions about users, which can result in discrimination. This includes hiring markets, where employers have increasingly been interested in using automated tools…

计算机科学与博弈论 · 计算机科学 2024-12-20 Serafina Kamp , Benjamin Fish

In this paper, the total payoff of each agent is regulated to reduce the heterogeneity of the distribution of the total payoffs. It is found there is an optimal regulation strength where the fraction of cooperation is prominently promoted,…

物理与社会 · 物理学 2015-05-13 Luo-Luo Jiang , Ming Zhao , Han-Xin Yang , Joseph Wakeling , Bing-Hong Wang , Tao Zhou

The relationships between diversity, productivity and scale determine much of the structure and robustness of complex biological and social systems. While arguments for the link between specialization and productivity are common, diversity…

物理与社会 · 物理学 2014-06-24 Luís M. A. Bettencourt , Horacio Samaniego , HyeJin Youn

Reducing costs of manufactured products is one of the key issues of companies. Bar turning companies (mechanical subcontracting companies) are faced with the following dilemma: use a pull strategy or use a push strategy. Instinctively these…

其他计算机科学 · 计算机科学 2011-06-14 Barbara Lyonnet , Maurice Pillet , Magali Pralus

Cooperation within asymmetric populations has garnered significant attention in evolutionary games. This paper explores cooperation evolution in populations with weak and strong players, using a game model where players choose between…

适应与自组织系统 · 物理学 2024-03-12 Hao Guo , Chen Shen , Rongcheng Zou , Pin Tao , Yuanchun Shi , Zhen Wang , Junliang Xing

For a team of heterogeneous robots executing multiple tasks, we propose a novel algorithm to optimally allocate tasks to robots while accounting for their different capabilities. Motivated by the need that robot teams have in many…

机器人学 · 计算机科学 2019-09-04 Gennaro Notomista , Siddharth Mayya , Seth Hutchinson , Magnus Egerstedt

In a setting where heterogeneous agents interact to accomplish a given set of goals, cooperation is of utmost importance, especially when agents cannot achieve their individual goals by exclusive use of their own efforts. Even when we…

多智能体系统 · 计算机科学 2008-06-25 Ilker Yildirim , Haluk Bingol

Our society collects data on people for a wide range of applications, from building a census for policy evaluation to running meaningful clinical trials. To collect data, we typically sample individuals with the goal of accurately…

机器学习 · 计算机科学 2024-07-02 Victor Borza , Andrew Estornell , Chien-Ju Ho , Bradley Malin , Yevgeniy Vorobeychik

We study how product specialization choices affect supply chain resilience. We propose a theory of supply chain formation in which only compatible inputs can be used in final production. Intermediate producers choose how much to specialize…

综合经济学 · 经济学 2026-01-28 Alessandro Ferrari , Lorenzo Pesaresi

Problem solving (e.g., drug design, traffic engineering, software development) by task forces represents a substantial portion of the economy of developed countries. Here we use an agent-based model of cooperative problem solving systems to…

多智能体系统 · 计算机科学 2016-02-23 José F. Fontanari