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Machine learning models are widely adopted in scenarios that directly affect people. The development of software systems based on these models raises societal and legal concerns, as their decisions may lead to the unfair treatment of…

Machine Learning · Computer Science 2019-10-08 Inês Valentim , Nuno Lourenço , Nuno Antunes

In the current landscape of ever-increasing levels of digitalization, we are facing major challenges pertaining to scalability. Recommender systems have become irreplaceable both for helping users navigate the increasing amounts of data…

Information Retrieval · Computer Science 2024-04-03 Bjørnar Vassøy , Helge Langseth

In an academic landscape where female physicists are still strongly underrepresented, underlying causes like unconscious gender bias deserve specific attention. Members of academia are often not aware of their intrinsic, hence unconscious,…

Physics and Society · Physics 2017-11-02 K. Poppenhaeger

Failure to account for human values in software (e.g., equality and fairness) can result in user dissatisfaction and negative socio-economic impact. Engineering these values in software, however, requires technical and methodological…

Software Engineering · Computer Science 2019-07-19 Harsha Perera , Arif Nurwidyantoro , Waqar Hussain , Davoud Mougouei , Jon Whittle , Rifat Ara Shams , Gillian Oliver

Women remain underrepresented in the labour market. Although significant advancements are being made to increase female participation in the workforce, the gender gap is still far from being bridged. We contribute to the growing literature…

Computers and Society · Computer Science 2023-03-13 Margherita Bertè , Kyriaki Kalimeri , Daniela Paolotti

Context: Gender inequality is a widely discussed issue across various sectors, including Information Technology and Communication (ICT). In Brazil, women represent less than 18% of ICT students in higher education. Prior studies highlight…

Women have become better represented in business, academia, and government over time, yet a dearth of women at the highest levels of leadership remains. Sociologists have attributed the leaky progression of women through professional…

Physics and Society · Physics 2019-03-27 Sara M. Clifton , Kaitlin Hill , Avinash J. Karamchandani , Eric A. Autry , Patrick McMahon , Grace Sun

Equity of educational outcome and fairness of AI with respect to race have been topics of increasing importance in education. In this work, we address both with empirical evaluations of grade prediction in higher education, an important…

Computers and Society · Computer Science 2021-05-17 Weijie Jiang , Zachary A. Pardos

In recent years, generative artificial intelligence (GenAI) systems have assumed increasingly crucial roles in selection processes, personnel recruitment and analysis of candidates' profiles. However, the employment of large language models…

Artificial Intelligence · Computer Science 2026-03-13 Martina Ullasci , Marco Rondina , Riccardo Coppola , Antonio Vetrò

Women are underrepresented in Computer Science disciplines at all levels, from undergraduate and graduate studies to participation and leadership in academia and industry. Increasing female representation in the field is a grand challenge…

Human-Computer Interaction · Computer Science 2021-02-02 Letizia Jaccheri , Cristina Pereira , Swetlana Fast

The rapid advancement of large language models (LLMs) is fundamentally reshaping software engineering (SE), driving a paradigm shift in both academic research and industrial practice. While top-tier SE venues continue to show sustained or…

Software Engineering · Computer Science 2025-12-18 Hang Yu , Yuzhou Lai , Li Zhang , Xiaoli Lian , Fang Liu , Yanrui Dong , Ting Zhang , Zhi Jin , David Lo

Current developments in AI made it broadly significant for reducing human labor and expenses across several essential domains, including healthcare and finance. However, the application of AI in the actual world poses multiple risks and…

Software Engineering · Computer Science 2025-07-28 Sadia Afrin Mim

Software engineering conferences bring together thousands of academicians and software practitioners so that academic research and professional practices can influence each other. In essence, a symbiotic relationship exists between the…

Software Engineering · Computer Science 2026-04-21 Mohammad Masudur Rahman , Mehil B. Shah

Despite significant improvements over the last few generations, the discipline of mathematics still counts a disproportionately small number of women among its practitioners. These women are underrepresented as conference speakers, even…

History and Overview · Mathematics 2015-02-24 Greg Martin

The recent paper by AlShebli et al. (2020) investigates the impact of mentorship in young scientists. Among their conclusions, they state that female prot\'eg\'es benefit more from male than female mentorship. We herein expose a critical…

Recently, workforce shortage has become a popular issue in information technology (IT). One solution to increasing the workforce supply is to increase the number of female IT professionals. This is because there is gender imbalance in…

Software Engineering · Computer Science 2022-09-09 Yuriko Takatsuka , Yukasa Murakami , Masateru Tsunoda , Masahide Nakamura

Efforts to promote equity and inclusion using evidence-based approaches are vital to correcting long-standing societal inequities that have disadvantaged women and discouraged them from pursuing studies, including in many STEM disciplines.…

Physics Education · Physics 2022-02-08 Alexandru Maries , Kyle Whitcomb , Chandralekha Singh

As AI becomes prevalent in high-risk domains and decision-making, it is essential to test for potential harms and biases. This urgency is reflected by the global emergence of AI regulations that emphasise fairness and adequate testing, with…

Machine Learning · Computer Science 2025-07-25 Varsha Ramineni , Hossein A. Rahmani , Emine Yilmaz , David Barber

Context: This study explores how software professionals identify and address biases in AI systems within the software industry, focusing on practical knowledge and real-world applications. Goal: We aimed to understand the strategies…

Software Engineering · Computer Science 2024-09-05 Ronnie de Souza Santos , Luiz Fernando de Lima , Maria Teresa Baldassarre , Rodrigo Spinola

In recent years, there has been a stimulating discussion on how artificial intelligence (AI) can support the science and engineering of intelligent educational applications. Many studies in the field are proposing actionable data mining…

Computers and Society · Computer Science 2022-08-24 Gianni Fenu , Roberta Galici , Mirko Marras