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Ensuring fairness in artificial intelligence (AI) is important to counteract bias and discrimination in far-reaching applications. Recent work has started to investigate how humans judge fairness and how to support machine learning (ML)…

Human-Computer Interaction · Computer Science 2022-04-25 Yuri Nakao , Simone Stumpf , Subeida Ahmed , Aisha Naseer , Lorenzo Strappelli

Large scale image classification models trained on top of popular datasets such as Imagenet have shown to have a distributional skew which leads to disparities in prediction accuracies across different subsections of population…

Computer Vision and Pattern Recognition · Computer Science 2021-07-21 Rohan Mahadev , Anindya Chakravarti

Recent trends in the software development practices (Agile, DevOps, CI) have shortened the development life-cycle causing the need for efficient security-by-design approaches. In this context, software architectures are analyzed for…

Software Engineering · Computer Science 2019-06-06 Katja Tuma , Danial Hosseini , Kyriakos Malamas , Riccardo Scandariato

The rapid emergence of generative AI has changed the way that technology is designed, constructed, maintained, and evaluated. Decisions made when creating AI-powered systems may impact some users disproportionately, such as people with…

Human-Computer Interaction · Computer Science 2025-11-06 Sanika Moharana , Cynthia L. Bennett , Erin Buehler , Michael Madaio , Vinita Tibdewal , Shaun K. Kane

Before deploying a black-box model in high-stakes problems, it is important to evaluate the model's performance on sensitive subpopulations. For example, in a recidivism prediction task, we may wish to identify demographic groups for which…

Methodology · Statistics 2023-06-09 John J. Cherian , Emmanuel J. Candès

Determining whether a configurable software system has a performance bug or it was misconfigured is often challenging. While there are numerous debugging techniques that can support developers in this task, there is limited empirical…

Software Engineering · Computer Science 2022-03-22 Miguel Velez , Pooyan Jamshidi , Norbert Siegmund , Sven Apel , Christian Kästner

Gender diversity in the tech sector is - not yet? - sufficient to create a balanced ratio of men and women. For many women, access to computer science is hampered by socialization-related, social, cultural and structural obstacles. The…

Computers and Society · Computer Science 2021-07-06 Aurélie Breidenbach , Caroline Mahlow , Andreas Schreiber

Decisions suggested by improperly designed software systems might be prone to discriminate against people based on protected characteristics, such as gender and ethnicity. Previous studies attribute such undesired behavior to flaws in…

Software Engineering · Computer Science 2025-09-26 Qusai Ramadan , Jukka Ruohonen , Abhishek Tiwari , Adam Alami , Zeyd Boukhers

Avatar is a critical medium for identity representation in social virtual reality (VR). However, options for disability expression are highly limited on current avatar interfaces. Improperly designed disability features may even perpetuate…

Human-Computer Interaction · Computer Science 2025-02-17 Kexin Zhang , Edward Glenn Scott Spencer , Abijith Manikandan , Andric Li , Ang Li , Yaxing Yao , Yuhang Zhao

Fairness research in machine learning often centers on ensuring equitable performance of individual models. However, real-world recommendation systems are built on multiple models and even multiple stages, from candidate retrieval to…

Artificial Intelligence · Computer Science 2025-01-03 Brian Hsu , Cyrus DiCiccio , Natesh Sivasubramoniapillai , Hongseok Namkoong

As automated web accessibility testing tools become enriched with new and improved tests, it can be impractical to leverage those advances. Each tool offers unique benefits, but effectively using multiple tools would require integrating…

Software Engineering · Computer Science 2023-09-25 Jonathan Robert Pool

For applications where multiple stakeholders provide recommendations, a fair consensus ranking must not only ensure that the preferences of rankers are well represented, but must also mitigate disadvantages among socio-demographic groups in…

Human-Computer Interaction · Computer Science 2023-08-14 Hilson Shrestha , Kathleen Cachel , Mallak Alkhathlan , Elke Rundensteiner , Lane Harrison

Recent studies show that gender diversity in IT teams has a positive impact on the software development process. However, there is still a great gender inequality. The aim of our study was to examine how the working atmosphere depends on…

Software Engineering · Computer Science 2019-05-27 Kelly Blincoe , Olga Springer , Michal R. Wrobel

Workplace meetings are vital to organizational collaboration, yet relatively little progress has been made toward measuring meeting effectiveness and inclusiveness at scale. The recent rise in remote and hybrid meetings represents an…

Human-Computer Interaction · Computer Science 2024-01-30 Yasaman Hosseinkashi , Lev Tankelevitch , Jamie Pool , Ross Cutler , Chinmaya Madan

Selecting third-party software packages in open-source ecosystems like Python is challenging due to the large number of alternatives and limited transparent evidence for comparison. Generative AI tools are increasingly used in development…

We assert that it is the ethical duty of software engineers to strive to reduce software discrimination. This paper discusses how that might be done. This is an important topic since machine learning software is increasingly being used to…

Software Engineering · Computer Science 2019-10-31 Joymallya Chakraborty , Tianpei Xia , Fahmid M. Fahid , Tim Menzies

Diversity in software teams drives innovation and enhances performance, but it also introduces challenges that require intentional management. LGBTQIAPN+ professionals in the software industry face unique barriers, including discrimination,…

Software Engineering · Computer Science 2025-01-24 Edvaldo Wassouf , Pedro Fukuda , Awdren Fontão

Although agile software development methods have caught the attention of software engineers and researchers worldwide, scientific research still remains quite scarce. The aim of this study is to order and make sense of the different agile…

Software Engineering · Computer Science 2019-03-27 Pekka Abrahamsson , Nilay Oza , Mikko T. Siponen

Real-time 3D face manipulation has significant applications in virtual reality, social media and human-computer interaction. This paper introduces a novel system, which we call Mirror of Diversity (MOD), that combines Generative Adversarial…

Graphics · Computer Science 2025-05-05 Paraskevi Valergaki , Antonis Argyros , Giorgos Giannakakis , Anastasios Roussos

Previous research has demonstrated the advantages of integrating data from multiple sources over traditional unimodal data, leading to the emergence of numerous novel multimodal applications. We propose a multimodal classification benchmark…

Machine Learning · Computer Science 2023-12-20 Jiaying Lu , Yongchen Qian , Shifan Zhao , Yuanzhe Xi , Carl Yang
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