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Related papers: An HCAI Methodological Framework (HCAI-MF): Puttin…

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Human-Centric NLP often claims to prioritise human needs and values, yet many implementations reveal an underlying AI-centric focus. Through an analysis of case studies in language modelling, behavioural testing, and multi-modal alignment,…

Computers and Society · Computer Science 2024-12-17 Piyapath T Spencer

Recently, there has been a surge of explainable AI (XAI) methods driven by the need for understanding machine learning model behaviors in high-stakes scenarios. However, properly evaluating the effectiveness of the XAI methods inevitably…

Human-Computer Interaction · Computer Science 2024-03-12 Jiaqi Ma , Vivian Lai , Yiming Zhang , Chacha Chen , Paul Hamilton , Davor Ljubenkov , Himabindu Lakkaraju , Chenhao Tan

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

Human factors research has long focused on optimizing environments, tools, and systems to account for human performance. Yet, as humanoid robots begin to share our workplaces, homes, and public spaces, the design challenge expands. We must…

Robotics · Computer Science 2026-04-17 Xinyuan Liu , Eren Sadikoglu , Ransalu Senanayake , Lixiao Huang

User experience (UX) practices have evolved in stages and are entering a transformative phase (UX 3.0), driven by AI technologies and shifting user needs. Human-centered AI (HCAI) experiences are emerging, necessitating new UX approaches to…

Human-Computer Interaction · Computer Science 2026-02-20 Wei Xu

The rapid advancement of Generative Artificial Intelligence (AI), such as Large Language Models (LLMs) and Multimodal Large Language Models (MLLM), has the potential to revolutionize the way we work and interact with digital systems across…

Human-Computer Interaction · Computer Science 2024-05-28 Carlos Toxtli

Lived experiences fundamentally shape how individuals interact with AI systems, influencing perceptions of safety, trust, and usability. While prior research has focused on developing techniques to emulate human preferences, and proposed…

Computers and Society · Computer Science 2025-08-12 Sanjana Gautam , Mohit Chandra , Ankolika De , Tatiana Chakravorti , Girik Malik , Munmun De Choudhury

Human-Center eXplainable AI (HCXAI) literature identifies the need to address user needs. This paper examines how existing XAI research involves human users in designing and developing XAI systems and identifies limitations in current…

Human-Computer Interaction · Computer Science 2022-12-07 Thu Nguyen , Jichen Zhu

As artificial intelligence (AI) continues to reshape the workforce, its current trajectory raises pressing questions about its ultimate purpose. Why does job automation dominate the agenda, even at the expense of human agency and equity?…

Human-Computer Interaction · Computer Science 2025-04-18 Marios Constantinides , Daniele Quercia

As AI becomes more common in everyday living, there is an increasing demand for intelligent systems that are both performant and understandable. Explainable AI (XAI) systems aim to provide comprehensible explanations of decisions and…

Artificial Intelligence · Computer Science 2025-10-15 Aline Mangold , Juliane Zietz , Susanne Weinhold , Sebastian Pannasch

Social platforms connect billions of people, yet their engagement-first algorithms often work on users rather than with them, amplifying stress, misinformation, and a loss of control. We propose Human-Layer AI (HL-AI)--user-owned,…

Human-Computer Interaction · Computer Science 2025-11-11 Mohd Ruhul Ameen , Akif Islam

AI integration is revolutionizing the landscape of HPC simulations, enhancing the importance, use, and performance of AI-driven HPC workflows. This paper surveys the diverse and rapidly evolving field of AI-driven HPC and provides a common…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-26 Wes Brewer , Ana Gainaru , Frédéric Suter , Feiyi Wang , Murali Emani , Shantenu Jha

The proliferation of Large Language Models (LLMs) has led to a burgeoning ecosystem of specialized, domain-specific models. While this rapid growth accelerates innovation, it has simultaneously created significant challenges in model…

Software Engineering · Computer Science 2026-04-16 Pengyue Yang , Haolin Jin , Qingwen Zeng , Jiawen Wen , Harry Rao , Huaming Chen

Human-centricity is the core value behind the evolution of manufacturing towards Industry 5.0. Nevertheless, there is a lack of architecture that considers safety, trustworthiness, and human-centricity at its core. Therefore, we propose an…

Researchers and practitioners increasingly consider a human-centered perspective in the design of machine learning-based applications, especially in the context of Explainable Artificial Intelligence (XAI). However, clear methodological…

Human-Computer Interaction · Computer Science 2021-03-30 Claudia Müller-Birn , Katrin Glinka , Peter Sörries , Michael Tebbe , Susanne Michl

Effective communication between AI and humans is essential for successful human-AI co-creation. However, many current co-creative AI systems lack effective communication, which limits their potential for collaboration. This paper presents…

Human-Computer Interaction · Computer Science 2025-05-27 Jeba Rezwana , Corey Ford

This study is located in the Human-Centered Artificial Intelligence (HCAI) and focuses on the results of a user-centered assessment of commonly used eXplainable Artificial Intelligence (XAI) algorithms, specifically investigating how humans…

[Context] Artificial intelligence (AI) components used in building software solutions have substantially increased in recent years. However, many of these solutions focus on technical aspects and ignore critical human-centered aspects.…

Software Engineering · Computer Science 2023-05-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Arbind Agrahari Baniya , Muneera Bano , John Grundy

Artificial intelligence (AI) systems are deployed as collaborators in human decision-making. Yet, evaluation practices focus primarily on model accuracy rather than whether human-AI teams are prepared to collaborate safely and effectively.…

Human-Computer Interaction · Computer Science 2026-03-20 Min Hun Lee

As Artificial Intelligence (AI) technologies continue to advance, protecting human autonomy and promoting ethical decision-making are essential to fostering trust and accountability. Human agency (the capacity of individuals to make…

Computers and Society · Computer Science 2025-10-13 Laxmiraju Kandikatla , Branislav Radeljic