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Motivations: Explainable Artificial Intelligence (XAI) systems aim to improve users' understanding of AI, but XAI research shows many cases of different explanations serving some users well and being unhelpful to others. In non-AI systems,…

Human-Computer Interaction · Computer Science 2024-12-03 Md Montaser Hamid , Fatima Moussaoui , Jimena Noa Guevara , Andrew Anderson , Puja Agarwal , Jonathan Dodge , Margaret Burnett

Human-AI Interaction (HAI) guidelines and design principles have become increasingly important in both industry and academia to guide the development of AI systems that align with user needs and expectations. However, large-scale empirical…

Human-Computer Interaction · Computer Science 2025-03-26 Stefan Pasch , Sun-Young Ha

While much research has shown the presence of AI's "under-the-hood" biases (e.g., algorithmic, training data, etc.), what about "over-the-hood" inclusivity biases: barriers in user-facing AI products that disproportionately exclude users…

Human-Computer Interaction · Computer Science 2025-10-23 Andrew Anderson , Fatima A. Moussaoui , Jimena Noa Guevara , Md Montaser Hamid , Margaret Burnett

As AI systems become increasingly embedded in organizational workflows and consumer applications, ethical principles such as fairness, transparency, and robustness have been widely endorsed in policy and industry guidelines. However, there…

Human-Computer Interaction · Computer Science 2025-08-11 Stefan Pasch , Min Chul Cha

AI systems are increasingly used in high-stakes domains such as credit rating, where fairness concerns are critical. Existing fairness assessments are typically conducted by AI experts or regulators using predefined protected attributes and…

Computers and Society · Computer Science 2026-02-10 Lin Luo , Satwik Ghanta , Yuri Nakao , Mathieu Chollet , Simone Stumpf

Evaluating human-AI decision-making systems is an emerging challenge as new ways of combining multiple AI models towards a specific goal are proposed every day. As humans interact with AI in decision-making systems, multiple factors may be…

Artificial intelligence (AI) presents new challenges for the user experience (UX) of products and services. Recently, practitioner-facing resources and design guidelines have become available to ease some of these challenges. However,…

Human-Computer Interaction · Computer Science 2023-04-21 Nur Yildirim , Mahima Pushkarna , Nitesh Goyal , Martin Wattenberg , Fernanda Viegas

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

Ensuring diversity and inclusion (D&I) in artificial intelligence (AI) is crucial for mitigating biases and promoting equitable decision-making. However, existing AI risk assessment frameworks often overlook inclusivity, lacking…

Artificial Intelligence · Computer Science 2025-06-24 Rifat Ara Shams , Didar Zowghi , Muneera Bano

Most software systems today do not support cognitive diversity. Further, because of differences in problem-solving styles that cluster by gender, software that poorly supports cognitive diversity can also embed gender biases. To help…

Artificial Intelligence (AI)'s pervasive presence and variety necessitate diversity and inclusivity (D&I) principles in its design for fairness, trust, and transparency. Yet, these considerations are often overlooked, leading to issues of…

Artificial Intelligence · Computer Science 2023-07-21 Rifat Ara Shams , Didar Zowghi , Muneera Bano

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Computation and Language · Computer Science 2026-04-20 Myke C. Cohen , Mingqian Zheng , Neel Bhandari , Hsien-Te Kao , Xuhui Zhou , Daniel Nguyen , Laura Cassani , Maarten Sap , Svitlana Volkova

Context: The increasing reliance on Code Generation Tools (CGTs), such as Windsurf and GitHub Copilot, are revamping programming workflows and raising critical questions about fairness and inclusivity. While CGTs offer potential…

Software Engineering · Computer Science 2025-07-22 Manaal Basha , Ivan Beschastnikh , Gema Rodriguez-Perez , Cleidson R. B. de Souza

Artificial Intelligence (AI)-powered features have rapidly proliferated across mobile apps in various domains, including productivity, education, entertainment, and creativity. However, how users perceive, evaluate, and critique these AI…

Software Engineering · Computer Science 2025-06-13 Vinaik Chhetri , Krishna Upadhyay , A. B. Siddique , Umar Farooq

Objectives: Leveraging artificial intelligence (AI) in conjunction with electronic health records (EHRs) holds transformative potential to improve healthcare. Yet, addressing bias in AI, which risks worsening healthcare disparities, cannot…

Artificial Intelligence · Computer Science 2026-01-08 Feng Chen , Liqin Wang , Julie Hong , Jiaqi Jiang , Li Zhou

Fairness is a growing concern for high-risk decision-making using Artificial Intelligence (AI) but ensuring it through purely technical means is challenging: there is no universally accepted fairness measure, fairness is context-dependent,…

Artificial Intelligence · Computer Science 2024-10-07 Evdoxia Taka , Yuri Nakao , Ryosuke Sonoda , Takuya Yokota , Lin Luo , Simone Stumpf

In this paper, we elaborate on how AI can support diversity and inclusion and exemplify research projects conducted in that direction. We start by looking at the challenges and progress in making large language models (LLMs) more…

Ensuring quality human-AI interaction (HAII) in safety-critical industries is essential. Failure to do so can lead to catastrophic and deadly consequences. Despite this urgency, existing research on HAII is limited, fragmented, and…

Human-Computer Interaction · Computer Science 2024-08-06 Tita A. Bach , Jenny K. Kristiansen , Aleksandar Babic , Alon Jacovi

AI-supported tools can help learners overcome challenges in programming education by providing adaptive assistance. However, existing research often focuses on individual tools rather than deriving broader design recommendations. A key…

Human-Computer Interaction · Computer Science 2025-03-04 Zihan Wu , Yicheng Tang , Barbara Ericson

Nowadays, Artificial Intelligence (AI), particularly Machine Learning (ML) and Large Language Models (LLMs), is widely applied across various contexts. However, the corresponding models often operate as black boxes, leading them to…

Software Engineering · Computer Science 2025-12-17 Chaima Boufaied , Thanh Nguyen , Ronnie de Souza Santos
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