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The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi

While a vast collection of explainable AI (XAI) algorithms have been developed in recent years, they are often criticized for significant gaps with how humans produce and consume explanations. As a result, current XAI techniques are often…

Artificial Intelligence · Computer Science 2023-08-08 Vivian Lai , Yiming Zhang , Chacha Chen , Q. Vera Liao , Chenhao Tan

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

UI/UX designers often work under constraints like brand identity, design norms, and industry guidelines. How these constraints impact designers' ideation and exploration processes should be addressed in creativity-support tools for design.…

Human-Computer Interaction · Computer Science 2025-02-03 Atefeh Shokrizadeh , Boniface Bahati Tadjuidje , Shivam Kumar , Sohan Kamble , Jinghui Cheng

Public sector agencies are rapidly deploying AI systems to augment or automate critical decisions in real-world contexts like child welfare, criminal justice, and public health. A growing body of work documents how these AI systems often…

Human-Computer Interaction · Computer Science 2024-03-06 Anna Kawakami , Amanda Coston , Haiyi Zhu , Hoda Heidari , Kenneth Holstein

As designers become familiar with Generative AI, a new concept is emerging: Agentic AI. While generative AI produces output in response to prompts, agentic AI systems promise to perform mundane tasks autonomously, potentially freeing…

Human-Computer Interaction · Computer Science 2025-09-26 Samangi Wadinambiarachchi , Jenny Waycott , Yvonne Rogers , Greg Wadley

In AI-assisted decision-making, humans often passively review AI's suggestion and decide whether to accept or reject it as a whole. In such a paradigm, humans are found to rarely trigger analytical thinking and face difficulties in…

Human-Computer Interaction · Computer Science 2025-03-13 Shuai Ma , Qiaoyi Chen , Xinru Wang , Chengbo Zheng , Zhenhui Peng , Ming Yin , Xiaojuan Ma

Engineering system design -- whether mechatronic, control, or embedded -- often proceeds in an ad hoc manner, with requirements left implicit and traceability from intent to parameters largely absent. Existing specification-driven and…

Computational Engineering, Finance, and Science · Computer Science 2026-05-05 H. Sinan Bank , Daniel R. Herber , Thomas H. Bradley

We find ourselves on the ever-shifting cusp of an AI revolution -- with potentially metamorphic implications for the future practice of healthcare. For many, such innovations cannot come quickly enough; as healthcare systems worldwide…

Human-Computer Interaction · Computer Science 2024-11-05 Kevin Doherty , Emma Kallina , Kayley Moylan , María Paula Silva , Sajjad Karimian , Shivam Shumsher , Rob Brennan

The shift from symbolic AI systems to black-box, sub-symbolic, and statistical ones has motivated a rapid increase in the interest toward explainable AI (XAI), i.e. approaches to make black-box AI systems explainable to human decision…

Artificial Intelligence · Computer Science 2022-10-28 Federico Cabitza , Matteo Cameli , Andrea Campagner , Chiara Natali , Luca Ronzio

While large-scale models such as LLMs and diffusion models have achieved practical success, public institutions have emphasized the importance of explainability in AI. Existing methods for explaining AI, however, are not designed to provide…

Artificial Intelligence · Computer Science 2026-05-26 Atsushi Suzuki , Jing Wang

With artificial intelligence (AI) embedded in many everyday software systems, effectively and reliably developing and maintaining AI systems becomes an essential skill for software developers. However, the complexity inherent to AI poses…

Human-Computer Interaction · Computer Science 2025-04-22 Thomas Weber

To facilitate the widespread acceptance of AI systems guiding decision-making in real-world applications, it is key that solutions comprise trustworthy, integrated human-AI systems. Not only in safety-critical applications such as…

Artificial Intelligence · Computer Science 2020-01-16 Florian Buettner , John Piorkowski , Ian McCulloh , Ulli Waltinger

Artificial intelligence is reshaping science and industry, yet many users still regard its models as opaque "black boxes". Conventional explainable artificial-intelligence methods clarify individual predictions but overlook the upstream…

Machine Learning · Computer Science 2025-08-18 George Paterakis , Andrea Castellani , George Papoutsoglou , Tobias Rodemann , Ioannis Tsamardinos

What does it mean for a generative AI model to be explainable? The emergent discipline of explainable AI (XAI) has made great strides in helping people understand discriminative models. Less attention has been paid to generative models that…

Human-Computer Interaction · Computer Science 2022-02-11 Jiao Sun , Q. Vera Liao , Michael Muller , Mayank Agarwal , Stephanie Houde , Kartik Talamadupula , Justin D. Weisz

This paper presents 3Description, an experimental human-AI collaborative approach for intuitive 3D modeling. 3Description aims to address accessibility and usability challenges in traditional 3D modeling by enabling non-professional…

Human-Computer Interaction · Computer Science 2025-06-30 Zhuodi Cai

We propose a new method for generating explanations with AI and a tool to test its expressive power within a user interface. In order to bridge the gap between philosophy and human-computer interfaces, we show a new approach for the…

Human-Computer Interaction · Computer Science 2022-02-22 Francesco Sovrano , Fabio Vitali

Explainable Artificial Intelligence seeks to make the reasoning processes of AI models transparent and interpretable, particularly in complex decision making environments. In the construction industry, where AI based decision support…

Human-Computer Interaction · Computer Science 2025-09-09 Peter E. D. Love , Jane Matthews , Weili Fang , Hadi Mahamivanan

Deploying AI systems in public institutions can have far-reaching consequences for many people, making it a matter of public interest. Providing opportunities for stakeholders to come together, understand these systems, and debate their…

Human-Computer Interaction · Computer Science 2025-04-24 Timothée Schmude , Laura Koesten , Torsten Möller , Sebastian Tschiatschek

Model cards are the primary documentation framework for developers of artificial intelligence (AI) models to communicate critical information to their users. Those users are often developers themselves looking for relevant documentation to…

Software Engineering · Computer Science 2025-11-20 Tim Puhlfürß , Julia Butzke , Walid Maalej
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