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Due to the proliferation of short-form content and the rapid adoption of AI, opportunities for deep, reflective thinking have significantly diminished, undermining users' critical thinking and reducing engagement with the reasoning behind…

Computation and Language · Computer Science 2025-04-28 Seunghyun Yoo

Conversational AI systems increasingly function as primary interfaces for information seeking, yet how they present sources to support information evaluation remains under-explored. This paper investigates how source transparency design…

Human-Computer Interaction · Computer Science 2026-01-22 Jiangen He , Jiqun Liu

Despite the growing prevalence of human-AI decision making, the human-AI team's decision performance often remains suboptimal, partially due to insufficient examination of humans' own reasoning. In this paper, we explore designing AI…

Human-Computer Interaction · Computer Science 2026-03-03 Harry Yizhou Tian , Hasan Amin , Ming Yin

Despite its technological breakthroughs, eXplainable Artificial Intelligence (XAI) research has limited success in producing the {\em effective explanations} needed by users. In order to improve XAI systems' usability, practical…

Human-Computer Interaction · Computer Science 2024-03-22 Thu Nguyen , Alessandro Canossa , Jichen Zhu

Artificial intelligence (AI) systems increasingly support decision-making across critical domains, yet current explainable AI (XAI) approaches prioritize algorithmic transparency over human comprehension. While XAI methods reveal…

Artificial Intelligence · Computer Science 2026-02-13 Christian Meske , Justin Brenne , Erdi Uenal , Sabahat Oelcer , Ayseguel Doganguen

Item ranking systems support users in multi-criteria decision-making tasks. Users need to trust rankings and ranking algorithms to reflect user preferences nicely while avoiding systematic errors and biases. However, today only few…

Machine Learning · Computer Science 2025-09-03 I. Al Hazwani , J. Schmid , M. Sachdeva , J. Bernard

Explainable AI is an emerging field providing solutions for acquiring insights into automated systems' rationale. It has been put on the AI map by suggesting ways to tackle key ethical and societal issues. Existing explanation techniques…

Machine Learning · Computer Science 2022-05-02 Ioannis Mollas , Nick Bassiliades , Grigorios Tsoumakas

The integration of Artificial Intelligence (AI) into high-stakes domains such as healthcare, finance, and autonomous systems is often constrained by concerns over transparency, interpretability, and trust. While Human-Centered AI (HCAI)…

Human-Computer Interaction · Computer Science 2025-04-29 Chameera De Silva , Thilina Halloluwa , Dhaval Vyas

Just as other disciplines, the humanities explore how computational research approaches and tools can meaningfully contribute to scholarly knowledge production. We approach the design of computational tools through the analytical lens of…

Human-Computer Interaction · Computer Science 2023-06-23 Katrin Glinka , Claudia Müller-Birn

Future of sustainable fashion lies in adoption of AI for a better understanding of consumer shopping behaviour and using this understanding to further optimize product design, development and sourcing to finally reduce the probability of…

Computers and Society · Computer Science 2020-08-18 Shravan Sajja , Nupur Aggarwal , Sumanta Mukherjee , Kushagra Manglik , Satyam Dwivedi , Vikas Raykar

While the increased integration of AI technologies into interactive systems enables them to solve an increasing number of tasks, the black-box problem of AI models continues to spread throughout the interactive system as a whole.…

Human-Computer Interaction · Computer Science 2025-12-01 Sebe Vanbrabant , Gustavo Rovelo Ruiz , Davy Vanacken

A surge of interest in explainable AI (XAI) has led to a vast collection of algorithmic work on the topic. While many recognize the necessity to incorporate explainability features in AI systems, how to address real-world user needs for…

Human-Computer Interaction · Computer Science 2021-09-07 Q. Vera Liao , Daniel Gruen , Sarah Miller

This paper follows calls for critical approaches to computing and conceptualisations of intersectional, feminist, decolonial HCI and AI design and asks what a feminist intersectional perspective in HCXAI research and design might look like.…

Human-Computer Interaction · Computer Science 2023-05-08 Goda Klumbyte , Hannah Piehl , Claude Draude

Providing meaningful and actionable explanations to end-users is a fundamental prerequisite for implementing explainable intelligent systems in the real world. Explainability is a situated interaction between a user and the AI system rather…

Artificial Intelligence · Computer Science 2021-06-04 Garrick Cabour , Andrés Morales , Élise Ledoux , Samuel Bassetto

Capturing professionals' decision-making in creative workflows (e.g., UI/UX) is essential for reflection, collaboration, and knowledge sharing, yet existing methods often leave rationales incomplete and implicit decisions hidden. To address…

Human-Computer Interaction · Computer Science 2026-02-26 Kihoon Son , DaEun Choi , Tae Soo Kim , Young-Ho Kim , Sangdoo Yun , Juho Kim

This Study introduces Clarity and Reasoning Interface for Artificial Intelligence(ClarifAI), a novel approach designed to augment the transparency and interpretability of artificial intelligence (AI) in the realm of improved decision…

Artificial Intelligence · Computer Science 2025-07-17 Srikanth Vemula

With Artificial intelligence (AI) to aid or automate decision-making advancing rapidly, a particular concern is its fairness. In order to create reliable, safe and trustworthy systems through human-centred artificial intelligence (HCAI)…

Artificial Intelligence · Computer Science 2022-06-02 Yuri Nakao , Lorenzo Strappelli , Simone Stumpf , Aisha Naseer , Daniele Regoli , Giulia Del Gamba

Frontline humanitarian negotiators are increasingly exploring ways to use AI tools in their workflows. However, current AI-tools in negotiation primarily focus on outcomes, neglecting crucial aspects of the negotiation process. Through…

Human-Computer Interaction · Computer Science 2024-10-15 ZIlin Ma , Yiyang Mei , Claude Bruderlein , Krzysztof Z. Gajos , Weiwei Pan

Smart home systems are gaining popularity as homeowners strive to enhance their living and working environments while minimizing energy consumption. However, the adoption of artificial intelligence (AI)-enabled decision-making models in…

Human-Computer Interaction · Computer Science 2024-07-30 Md Shajalal , Alexander Boden , Gunnar Stevens , Delong Du , Dean-Robin Kern

A pervasive design issue of AI systems is their explainability--how to provide appropriate information to help users understand the AI. The technical field of explainable AI (XAI) has produced a rich toolbox of techniques. Designers are now…

Human-Computer Interaction · Computer Science 2021-09-07 Q. Vera Liao , Milena Pribić , Jaesik Han , Sarah Miller , Daby Sow