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AI systems increasingly produce fluent, correct, end-to-end outcomes. Over time, this erodes users' ability to explain, verify, or intervene. We define this divergence as the Capability-Comprehension Gap: a decoupling where assisted…

Artificial Intelligence · Computer Science 2026-02-03 Fangzhou Lin , Qianwen Ge , Lingyu Xu , Peiran Li , Xiangbo Gao , Shuo Xing , Kazunori Yamada , Ziming Zhang , Haichong Zhang , Zhengzhong Tu

Large Language Models (LLMs) have emerged as transformative tools for natural language understanding and user intent resolution, enabling tasks such as translation, summarization, and, increasingly, the orchestration of complex workflows.…

Software Engineering · Computer Science 2025-11-12 Justus Flerlage , Alexander Acker , Odej Kao

The landscape for building conversational interfaces (chatbots) has witnessed a paradigm shift with recent developments in generative Artificial Intelligence (AI) based Large Language Models (LLMs), such as ChatGPT by OpenAI (GPT3.5 and…

Human-Computer Interaction · Computer Science 2024-07-23 Sumit Soman , Ranjani H G

The Vision of Autonomic Computing (ACV), proposed over two decades ago, envisions computing systems that self-manage akin to biological organisms, adapting seamlessly to changing environments. Despite decades of research, achieving ACV…

Artificial Intelligence · Computer Science 2024-07-22 Zhiyang Zhang , Fangkai Yang , Xiaoting Qin , Jue Zhang , Qingwei Lin , Gong Cheng , Dongmei Zhang , Saravan Rajmohan , Qi Zhang

As robots become more adaptable, responsive, and capable of interacting with humans, the design of effective human-robot collaboration becomes critical. Yet, this design process is typically led by monodisciplinary approaches, often…

The emergence of Large Language Models (LLMs) has significantly advanced solutions across various domains, from political science to software development. However, these models are constrained by their training data, which is static and…

Artificial Intelligence · Computer Science 2025-09-16 Aadil Gani Ganie

Experiential AI is presented as a research agenda in which scientists and artists come together to investigate the entanglements between humans and machines, and an approach to human-machine learning and development where knowledge is…

Computers and Society · Computer Science 2023-06-02 Drew Hemment , Dave Murray-Rust , Vaishak Belle , Ruth Aylett , Matjaz Vidmar , Frank Broz

This paper is a collaborative piece between two worlds of expertise in the field of data visualization: accessibility and bias. In particular, the rise of generative models playing a role in accessibility is a worrying trend for data…

Human-Computer Interaction · Computer Science 2025-08-19 Frank Elavsky , Cindy Xiong Bearfield

Large Language Model (LLM) agents combine the chat interaction capabilities of LLMs with the power to interact with external tools and APIs. This enables them to perform complex tasks and act autonomously to achieve user goals. However,…

Cryptography and Security · Computer Science 2026-03-24 Reshabh K Sharma , Dan Grossman

A persistent challenge in accessible computing is ensuring developers produce web UI code that supports assistive technologies. Despite numerous specialized accessibility tools, novice developers often remain unaware of them, leading to…

Human-Computer Interaction · Computer Science 2025-02-18 Peya Mowar , Yi-Hao Peng , Jason Wu , Aaron Steinfeld , Jeffrey P. Bigham

Video-based learning (VBL) has become a dominant method for learning practical skills, yet accessibility guidelines provide limited guidance for users with cognitive differences. In particular, challenges that individuals with Borderline…

Human-Computer Interaction · Computer Science 2026-02-10 Hyehyun Chu , Seungju Kim , Chen Zhou , Yu-Kai Hung , Saelyne Yang , Hyun W. Ka , Juho Kim

Ensuring web accessibility is crucial for advancing social welfare, justice, and equality in digital spaces, yet the vast majority of website user interfaces remain non-compliant, due in part to the resource-intensive and unscalable nature…

Artificial Intelligence · Computer Science 2025-11-06 Ming Gu , Ziwei Wang , Sicen Lai , Zirui Gao , Sheng Zhou , Jiajun Bu

Web accessibility remains an unresolved issue for a large part of the web content. There are many tools to detect errors automatically, but fixing those issues is still mostly a manual, slow, and costly process in which it is easy for…

Software Engineering · Computer Science 2026-02-23 Carla Fernández-Navarro , Francisco Chicano

Creating accessible Virtual Reality (VR) is an ongoing concern in the Human-Computer Interaction (HCI) research community. However, there is little reflection on how accessibility should be conceptualized in the context of an experiential…

Human-Computer Interaction · Computer Science 2024-11-08 Kathrin Gerling , Anna-Lena Meiners , Louisa Schumm , Jan Rixen , Marvin Wolf , Zeynep Yildiz , Dmitry Alexandrovsky , Merlin Opp

The rapid deployment of generative AI, copilots, and agentic systems in knowledge work has created an operational gap: no existing framework addresses how to organize daily work in teams where AI agents perform substantive, delegated tasks…

Software Engineering · Computer Science 2026-02-10 Marc Bara

The comprehension and adoption of Artificial Intelligence (AI) are beset with practical and ethical problems. This article presents a 5-level AI Capability Assessment Model (AI-CAM) and a related AI Capabilities Matrix (AI-CM) to assist…

Computers and Society · Computer Science 2023-05-26 Butler , Tom , Espinoza-Limón , Angelina , Seppälä , Selja

Computer-based tests (CBTs) play an important role in the professional career of any person. Universities use CBTs for admissions. Further, many large courses use CBTs for evaluation and grading. Almost all software companies use CBTs to…

Human-Computer Interaction · Computer Science 2019-05-07 Pawan Kr Patel , Amey Karkare

Structured access is an emerging paradigm for the safe deployment of artificial intelligence (AI). Instead of openly disseminating AI systems, developers facilitate controlled, arm's length interactions with their AI systems. The aim is to…

Artificial Intelligence · Computer Science 2022-04-12 Toby Shevlane

The advancement of large language model (LLM) based agents has shifted AI evaluation from single-turn response assessment to multi-step task completion in interactive environments. We present an empirical study evaluating frontier AI models…

Artificial Intelligence · Computer Science 2026-01-15 Logan Ritchie , Sushant Mehta , Nick Heiner , Mason Yu , Edwin Chen

Mobile devices gather the communication capabilities as no other gadget. Plus, they now comprise a wider set of applications while still maintaining reduced size and weight. They have started to include accessibility features that enable…

Human-Computer Interaction · Computer Science 2014-02-06 Hugo Nicolau , João Guerreiro , Tiago Guerreiro
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