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Scientific knowledge flows enable cumulative progress by connecting researchers across disciplines, institutions, and countries. Yet it remains unclear how geography and national structures continue to shape these exchanges in an…

General Economics · Economics 2026-04-03 Leyan Wu , Yong Huang , Wei Lu , Akrati Saxena , Vincent Traag

Introduction: Tracing the spread of ideas and the presence of influence is a question of special importance across a wide range of disciplines, ranging from intellectual history to cultural analytics, computational social science, and the…

Computation and Language · Computer Science 2024-11-01 Lucian Li , Eryclis Silva

Effectively engaging the public with science is vital for fostering trust and understanding in our scientific community. Yet, with an ever-growing volume of information, science communicators struggle to anticipate how audiences will…

Computation and Language · Computer Science 2025-07-24 Jiaxin Pei , Dustin Wright , Isabelle Augenstein , David Jurgens

Science is a cumulative activity, which can manifest itself through the act of citing. Citations are also central to research evaluation, thus creating incentives for researchers to cite their own work. Using a dataset containing more than…

Digital Libraries · Computer Science 2023-03-07 Philippe Vincent-Lamarre , Vincent Larivière

Research stands as a pivotal factor in propelling the progress of any nation forward. However, if tainted by misconduct, it poses a significant threat to the nation's development. This study aims to scrutinize various cases of deliberate…

Digital Libraries · Computer Science 2024-04-25 Kiran Sharma

Technological cumulativeness is considered one of the main mechanisms for technological progress, yet its exact meaning and dynamics often remain unclear. To develop a better understanding of this mechanism we approach a technology as a…

Social and Information Networks · Computer Science 2021-05-05 P. G. J. Persoon , R. N. A. Bekkers , F. Alkemade

Despite the growing importance of teams in producing innovative and high-impact science and technology, it remains unclear how expertise diversity among team members relates to the originality and impact of the work they produce. Here, we…

Physics and Society · Physics 2025-03-25 Weihua Li , Hongwei Zheng

This paper discovers patterns of knowledge dissemination among scientific disciplines. While the transfer of knowledge is largely unobservable, citations from one discipline to another have been proven to be an effective proxy to study…

Digital Libraries · Computer Science 2013-09-11 Erjia Yan

The practice of scientific research is often thought of as individuals and small teams striving for disciplinary advances. Yet as a whole, this endeavor more closely resembles a complex system of natural computation, in which information is…

Social and Information Networks · Computer Science 2019-06-19 Jordan D. Dworkin , Russell T. Shinohara , Danielle S. Bassett

A Sleeping Beauty is a publication that is apparently unrecognized for some period of time before experiencing sudden recognition by citation. Various reasons, including resistance to new ideas, have been attributed to such delayed…

Digital Libraries · Computer Science 2022-02-28 Wenxi Zhao , Dmitriy Korobskiy , George Chacko

Analyzing a large data set of publications drawn from the most competitive journals in the natural and social sciences we show that research careers exhibit the broad distributions of individual achievement characteristic of systems in…

Physics and Society · Physics 2014-11-24 Alexander M. Petersen , Orion Penner

Gender inequality in scientific careers has been extensively documented through aggregate measures such as total publications and cumulative citations, yet the temporal dynamics underlying these disparities remain largely unexplored. Here…

Digital Libraries · Computer Science 2025-09-09 Bili Zheng , Chenyi Yang , Jianhua Hou

Modern science increasingly relies on ever-growing observational datasets and automated inference pipelines, under the implicit belief that accumulating more data makes scientific conclusions more reliable. Here we show that this belief can…

Machine Learning · Computer Science 2026-02-06 Zhipeng Zhang , Kai Li

When people share the same documents and observations yet reach different conclusions, the disagreement often shifts into a judgment that the other party is cognitively defective, irrational, or acting in bad faith. This paper argues that…

Artificial Intelligence · Computer Science 2026-05-13 Toru Takahashi

Many of the essential features of the evolution of scientific research are imprinted in the structure of citation networks. Connections in these networks imply information about the transfer of knowledge among papers, or in other words,…

Physics and Society · Physics 2014-05-23 Enys Mones , Péter Pollner , Tamás Vicsek

A scientist may publish tens or hundreds of papers over a career, but these contributions are not evenly spaced in time. Sixty years of studies on career productivity patterns in a variety of fields suggest an intuitive and universal…

Digital Libraries · Computer Science 2018-10-24 Samuel F. Way , Allison C. Morgan , Aaron Clauset , Daniel B. Larremore

This study elaborates a text-based metric to quantify the unique position of stylized scientific research, characterized by its innovative integration of diverse knowledge components and potential to pivot established scientific paradigms.…

Digital Libraries · Computer Science 2023-12-12 Yuanyuan Shu , Tianxing Pan

Rapid advances in computing technology over the past few decades have spurred two extraordinary phenomena in science: large-scale and high-throughput data collection coupled with the creation and implementation of complex statistical…

Other Statistics · Statistics 2020-07-27 Roger D. Peng , Stephanie C. Hicks

We consider a setting where a population of artificial learners is given, and the objective is to optimize aggregate measures of performance, under constraints on training resources. The problem is motivated by the study of peer learning in…

Machine Learning · Computer Science 2023-12-04 Ehsan Beikihassan , Amy K. Hoover , Ioannis Koutis , Ali Parviz , Niloofar Aghaieabiane

As the increasing complexity of large-scale research requires the combined efforts of scientists with expertise in different fields, the advantages and costs of interdisciplinary scholarship have taken center stage in current debates on…

Physics and Society · Physics 2017-12-22 Moreno Bonaventura , Vito Latora , Vincenzo Nicosia , Pietro Panzarasa