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Mathematical researchers, especially those in early-career positions, face critical decisions about topic specialization with limited information about the collaborative environments of different research areas. The aim of this paper is to…

Social and Information Networks · Computer Science 2025-07-01 Brian Hepler

We study the ever more integrated and ever more unbalanced trade relationships between European countries. To better capture the complexity of economic networks, we propose two global measures that assess the trade integration and the trade…

Physics and Society · Physics 2014-03-05 Gautier M. Krings , Jean-François Carpantier , Jean-Charles Delvenne

Collaborative filtering is a rapidly advancing research area. Every year several new techniques are proposed and yet it is not clear which of the techniques work best and under what conditions. In this paper we conduct a study comparing…

Information Retrieval · Computer Science 2012-05-16 Joonseok Lee , Mingxuan Sun , Guy Lebanon

We study the role of geography in R&D networks by means of a quantitative, micro-geographic approach. Using a large database that covers international R&D collaborations from 1984 to 2009, we localize each actor precisely in space through…

Physics and Society · Physics 2015-09-29 Tobias Scholl , Antonios Garas , Frank Schweitzer

The 2020 update of the European Strategy for Particle Physics emphasised the importance of an intensified and well-coordinated programme of accelerator R&D, supporting the design and delivery of future particle accelerators in a timely,…

Accelerator Physics · Physics 2022-04-01 C. Adolphsen , D. Angal-Kalinin , T. Arndt , M. Arnold , R. Assmann , B. Auchmann , K. Aulenbacher , A. Ballarino , B. Baudouy , P. Baudrenghien , M. Benedikt , S. Bentvelsen , A. Blondel , A. Bogacz , F. Bossi , L. Bottura , S. Bousson , O. Brüning , R. Brinkmann , M. Bruker , O. Brunner , P. N. Burrows , G. Burt , S. Calatroni , K. Cassou , A. Castilla , N. Catalan-Lasheras , E. Cenni , A. Chancé , N. Colino , S. Corde , L. Corner , B. Cros , A. Cross , J. P. Delahaye , G. Devanz , A. -I. Etienvre , P. Evtushenko , A. Faus-Golfe , P. Fazilleau , M. Ferrario , A. Gallo , L. García-Tabarés , C. Geddes , F. Gerigk , F. Gianotti , S. Gilardoni , A. Grudiev , E. Gschwendtner , G. Hoffstaetter , M. Hogan , S. Hooker , A. Hutton , R. Ischebeck , K. Jakobs , P. Janot , E. Jensen , J. Kühn , W. Kaabi , D. Kayran , M. Klein , J. Knobloch , M. Koratzinos , B. Kuske , M. Lamont , A. Latina , P. Lebrun , W. Leemans , D. Li , K. Long , D. Longuevergne , R. Losito , W. Lu , D. Lucchesi , O. Lundh , E. Métral , F. Marhauser , S. Michizono , B. Militsyn , J. Mnich , E. Montesinos , N. Mounet , P. Muggli , P. Musumeci , S. Nagaitsev , T. Nakada , A. Neumann , D. Newbold , P. Nghiem , M. Noe , K. Oide , J. Osterhoff , M. Palmer , N. Pastrone , N. Pietralla , S. Prestemon , E. Previtali , T. Proslier , L. Quettier , T. Raubenheimer , B. Rimmer , L. Rivkin , E. Rochepault , C. Rogers , G. Rosaz , T. Roser , L. Rossi , R. Ruber , D. Schulte , M. Seidel , C. Senatore , B. Shepherd , J. Shi , N. Shipman , A. Specka , S. Stapnes , A. Stocchi , D. Stratakis , I. Syratchev , O. Tanaka , S. Tantawi , C. Tennant , E. Tsesmelis , C. Vaccarezza , A. -M. Valente , P. Védrine , J. Vieira , N. Vinokurov , H. Weise , M. Wenskat , P. Williams , M. Wing , A. Yamamoto , Y. Yamamoto , K. Yokoya , F. Zimmermann

Federated Learning (FL) has emerged as a transformative approach for distributed machine learning, particularly in edge computing environments where data privacy, low latency, and bandwidth efficiency are critical. This paper presents a…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-11 Sales Aribe , Gil Nicholas Cagande

We analyze large-scale data sets about collaborations from two different domains: economics, specifically 22.000 R&D alliances between 14.500 firms, and science, specifically 300.000 co-authorship relations between 95.000 scientists.…

Physics and Society · Physics 2017-09-25 Mario V. Tomasello , Giacomo Vaccario , Frank Schweitzer

Segregation is a widely recognised phenomenon with profound implications for societies worldwide. From political science and gender studies to anthropology and urban studies, it has garnered considerable attention across numerous scientific…

Social and Information Networks · Computer Science 2024-10-22 Vini Netto , Kimon Krenz , Maria Fiszon , Otávio Peres , Desirée Rosalino

Careful preservation of experimental data, simulations, analysis products, and theoretical work maximizes their long-term scientific return on investment by enabling new analyses and reinterpretation of the results in the future. Key…

Computational Physics · Physics 2022-09-20 Stephen Bailey , K. S. Cranmer , Matthew Feickert , Rob Fine , Sabine Kraml , Clemens Lange

The proliferation of open knowledge graphs has led to a surge in scholarly research on the topic over the past decade. This paper presents a bibliometric analysis of the scholarly literature on open knowledge graphs published between 2013…

A number of real-world networks are, in fact, one-mode projections of bipartite networks comprised of two types of nodes. For institutions engaging in collaboration for technological innovation, the underlying network is bipartite with…

Physics and Society · Physics 2020-05-05 D. Vasques Filho , Dion R. J. O'Neale

Knowledge infrastructures are defined as robust networks of people, artifacts, and institutions that generate, share and maintain specific knowledge. Yet, many domains are fragmented and far from robustly networked, such as science…

Digital Libraries · Computer Science 2026-03-09 Tim Wittenborg

As large language models (LLMs) evolve, deploying them solely in the cloud or compressing them for edge devices has become inadequate due to concerns about latency, privacy, cost, and personalization. This survey explores a collaborative…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-23 Senyao Li , Haozhao Wang , Wenchao Xu , Rui Zhang , Song Guo , Jingling Yuan , Xian Zhong , Tianwei Zhang , Ruixuan Li

Research software is essential to modern science, yet many research-performing organisations lack coherent policies to support its development, sustainability, and recognition. Despite its central role in research outcomes, research…

Software Engineering · Computer Science 2025-11-27 Michelle Barker , Jeremy Cohen , Pedro Hernández Serrano , Daniel S. Katz , Kim Martin , Dan Rudmann , Hugh Shanahan

We use an information-theoretic measure of linguistic similarity to investigate the organization and evolution of scientific fields. An analysis of almost 20M papers from the past three decades reveals that the linguistic similarity is…

Digital Libraries · Computer Science 2018-01-30 Laercio Dias , Martin Gerlach , Joachim Scharloth , Eduardo G. Altmann

Context: The globalisation of activities associated with software development and use has introduced many challenges in practice and for research. While the predominant approach to research in software engineering has followed a positivist…

Software Engineering · Computer Science 2021-02-01 Tony Clear , Stephen G. MacDonell

Large-scale networks of human interaction, in particular country-wide telephone call networks, can be used to redraw geographical maps by applying algorithms of topological community detection. The geographic projections of the emerging…

Social and Information Networks · Computer Science 2013-12-23 Stanislav Sobolevsky , Michael Szell , Riccardo Campari , Thomas Couronné , Zbigniew Smoreda , Carlo Ratti

The value of research containing novel combinations of molecules can be seen in many innovative and award-winning research programs. Despite calls to use innovative approaches to address common diseases, an increasing majority of research…

Social and Information Networks · Computer Science 2018-07-02 Konstantin Kuzmin , Xiaoyan Lu , Partha Sarathi Mukherjee , Juntao Zhuang , Chris Gaiteri , Boleslaw K Szymanski

One can point to a variety of historical milestones for gender equality in STEM (science, technology, engineering, and mathematics), however, practical effects are incremental and ongoing. It is important to quantify gender differences in…

The development and application of models, which take the evolution of network dynamics into account are receiving increasing attention. We contribute to this field and focus on a profile likelihood approach to model time-stamped event data…

Applications · Statistics 2020-08-04 Verena Bauer , Dietmar Harhoff , Göran Kauermann