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The concept of FAIR Digital Objects represents a foundational step towards realizing machine-actionable, interoperable data infrastructures across scientific and industrial domains. As digital spaces become increasingly heterogeneous,…

The explosive growth of data fuels data-driven research, facilitating progress across diverse domains. The FAIR principles emerge as a guiding standard, aiming to enhance the findability, accessibility, interoperability, and reusability of…

Computation and Language · Computer Science 2024-08-12 Tingyan Ma , Wei Liu , Bin Lu , Xiaoying Gan , Yunqiang Zhu , Luoyi Fu , Chenghu Zhou

Sustainable software ecosystems are difficult to build, and require concerted effort, community norms and collaborations. In science it is especially important to establish communities in which faculty, staff, students and open-source…

Software Engineering · Computer Science 2013-09-13 Marcus D. Hanwell , Amitha Perera , Wes Turner , Patrick O'Leary , Katie Osterdahl , Bill Hoffman , Will Schroeder

Just like the scientific data they generate, simulation workflows for research should be findable, accessible, interoperable, and reusable (FAIR). However, while significant progress has been made towards FAIR data, the majority of science…

Digital Libraries · Computer Science 2022-05-04 Martin Hunt , Steven Clark , Daniel Mejia , Saaketh Desai , Alejandro Strachan

The evaluation of recommender system fairness has become increasingly important, especially with recent legislation that emphasises the development of fair and responsible artificial intelligence. This has led to the emergence of various…

Information Retrieval · Computer Science 2026-04-29 Theresia Veronika Rampisela

Closed-loop decision-making systems (e.g., lending, screening, or recidivism risk assessment) often operate under fairness and service constraints while inducing feedback effects: decisions change who appears in the future, yielding…

Machine Learning · Computer Science 2025-12-30 Wenzhang Du

In modern information retrieval (IR). achieving more than just accuracy is essential to sustaining a healthy ecosystem, especially when addressing fairness and diversity considerations. To meet these needs, various datasets, algorithms, and…

Information Retrieval · Computer Science 2025-02-18 Chen Xu , Zhirui Deng , Clara Rus , Xiaopeng Ye , Yuanna Liu , Jun Xu , Zhicheng Dou , Ji-Rong Wen , Maarten de Rijke

Explanations in Machine Learning come in many forms, but a consensus regarding their desired properties is yet to emerge. In this paper we introduce a taxonomy and a set of descriptors that can be used to characterise and systematically…

Machine Learning · Computer Science 2019-12-12 Kacper Sokol , Peter Flach

Fairness is one of the most commonly identified ethical principles in existing AI guidelines, and the development of fair AI-enabled systems is required by new and emerging AI regulation. But most approaches to addressing the fairness of…

A large number of services for research data management strive to adhere to the FAIR guiding principles for scientific data management and stewardship. To evaluate these services and to indicate possible improvements, use-case-centric…

Computers and Society · Computer Science 2019-02-01 Tobias Weber , Dieter Kranzlmüller

This paper introduces AI as a Research Object (AI-RO), a paradigm for governing the use of generative AI in scientific research. Instead of debating whether AI is an author or merely a tool, we propose treating AI interactions as…

Artificial Intelligence · Computer Science 2026-04-14 Ruta Binkyte , Sharif Abuaddba , Chamikara Mahawaga , Ming Ding , Natasha Fernandes , Mario Fritz

We discuss important aspects of HCI research regarding Research Data Management (RDM) to achieve better publication processes and higher reuse of HCI research results. Various context elements of RDM for HCI are discussed, including…

Human-Computer Interaction · Computer Science 2025-02-03 David Goedicke , Mark Colley , Sebastian S. Feger , Michael Goedicke , Bastian Pfleging , Wendy Ju

This document explores the advantages of integrating open source software and practices in managing a scientific lab, emphasizing reproducibility and the avoidance of pitfalls. It details practical applications from website management using…

Computers and Society · Computer Science 2024-05-14 Julien Cohen-Adad

Comprehensive Life Cycle Assessment (LCA) as a tool to account for the full range of environmental impacts of resource use in commodities or services is a first step in reducing these impacts. There is an increasing necessity to account for…

Physics and Society · Physics 2025-09-12 Hannah Wakeling , Kristin Lohwasser , Peter Millington

OpenCitations is an infrastructure organization for open scholarship dedicated to the publication of open citation data as Linked Open Data using Semantic Web technologies, thereby providing a disruptive alternative to traditional…

Digital Libraries · Computer Science 2020-02-24 Silvio Peroni , David Shotton

As distance learning becomes increasingly important and artificial intelligence tools continue to advance, automated systems for individual learning have attracted significant attention. However, the scarcity of open-source online tools…

Scientific research is a key input into technological innovation, yet not all scientific knowledge is equally mobilized in patents. This paper examines how different scientific publishing models shape both the selection of scientific…

Digital Libraries · Computer Science 2026-04-09 Abdelghani Maddi , Chongjun Xi , Xiaoting Chen , Isabelle Dorsch , Marc-André Simard

Understanding the broad impact of science and science funding is critical to ensuring that science investments and policies align with societal needs. Existing research links science funding to the output of scientific publications but…

Human-Computer Interaction · Computer Science 2025-09-23 Yifang Wang , Yifan Qian , Xiaoyu Qi , Yian Yin , Shengqi Dang , Ziqing Qian , Benjamin F. Jones , Nan Cao , Dashun Wang

Research experience is crucial for computing master's students pursuing academic and scientific careers, yet online students have traditionally been excluded from these opportunities due to the physical constraints of traditional research…

Computers and Society · Computer Science 2025-07-17 Breanna Shi , Thomas Deatherage , Jeanette Schofield , Charles R. Clark , Thomas Orth , Nicholas Lytle

Over the past several years, a slew of different methods to measure the fairness of a machine learning model have been proposed. However, despite the growing number of publications and implementations, there is still a critical lack of…

Artificial Intelligence · Computer Science 2022-03-10 Alycia N. Carey , Xintao Wu