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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

Benchmarks play a significant role in how technology companies communicate about model capabilities and how researchers and the public understand generative AI systems. However, existing benchmarks have been criticized for their failure to…

Human-Computer Interaction · Computer Science 2026-04-29 Charlotte Li , Nick Hagar , Sachita Nishal , Jeremy Gilbert , Nick Diakopoulos

This chapter aims to stress the importance of addressing culture when designing and implementing learning analytics services. Learning analytics have been implemented in different countries with the purpose of improving learning and…

Computers and Society · Computer Science 2022-12-20 Olga Viberg , Ioana Jivet , Maren Scheffel

Generative AI has the potential to help teachers rapidly create classroom-ready visual materials, particularly in mathematics where diagrams and visual representations must be pedagogically meaningful and instructionally correct. However,…

Human-Computer Interaction · Computer Science 2026-05-12 Zhengxu Li , Junling Wang , April Yi Wang

Artificial Intelligence (AI) has become a ubiquitous part of society, but a key challenge exists in ensuring that humans are equipped with the required critical thinking and AI literacy skills to interact with machines effectively by…

Human-Computer Interaction · Computer Science 2024-04-11 Antonette Shibani , Simon Knight , Kirsty Kitto , Ajanie Karunanayake , Simon Buckingham Shum

AI approaches are progressing besting humans at game-related tasks (e.g. chess). The next stage is expected to be Human-AI collaboration; however, the research on this subject has been mixed and is in need of additional data points. We add…

Human-Computer Interaction · Computer Science 2024-03-05 Cheng Ren , Zachary Pardos , Zhi Li

Project-based learning (PBL) is an instructional method that is very helpful in nurturing students' creativity, but it requires significant time and energy from both students and teachers. Large language models (LLMs) have been proven to…

Human-Computer Interaction · Computer Science 2024-04-08 Siyu Zha , Yuehan Qiao , Qingyu Hu , Zhongsheng Li , Jiangtao Gong , Yingqing Xu

As AI systems continue to evolve, their rigorous evaluation becomes crucial for their development and deployment. Researchers have constructed various large-scale benchmarks to determine their capabilities, typically against a gold-standard…

Computation and Language · Computer Science 2025-05-09 Yan Zhuang , Qi Liu , Zachary A. Pardos , Patrick C. Kyllonen , Jiyun Zu , Zhenya Huang , Shijin Wang , Enhong Chen

The increasing use of Artificial Intelligence (AI) by students in learning presents new challenges for assessing their learning outcomes in project-based learning (PBL). This paper introduces a co-design study to explore the potential of…

Human-Computer Interaction · Computer Science 2024-01-30 Chengbo Zheng , Kangyu Yuan , Bingcan Guo , Reza Hadi Mogavi , Zhenhui Peng , Shuai Ma , Xiaojuan Ma

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

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

Human-Computer Interaction · Computer Science 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

Generative artificial intelligence (AI) agents are increasingly embedded in collaborative learning environments, yet their impact on the processes of argumentative knowledge construction remains insufficiently understood. Emerging…

Human-Computer Interaction · Computer Science 2025-12-11 Lixiang Yan , Yueqiao Jin , Linxuan Zhao , Roberto Martinez-Maldonado , Xinyu Li , Xiu Guan , Wenxin Guo , Xibin Han , Dragan Gašević

Generative AI tools are increasingly used for coursework help, shifting much of students' help-seeking and reasoning into student-AI chats that are largely invisible to instructors. This loss of visibility can weaken instructors' ability to…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Baofeng Ren , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

This paper examines the role of artificial intelligence in scientific problem-solving, with a focus on its implications for disciplinary creativity. Drawing on recent work in the philosophy of creativity, I distinguish between creative…

Artificial Intelligence · Computer Science 2025-10-29 Eamon Duede

We investigated the potential and limitations of generative artificial intelligence (AI) in reflecting the authors' cognitive processes through creative expression. The focus is on the AI-generated artwork's ability to understand human…

Artificial Intelligence · Computer Science 2023-04-27 Yoon Kyung Lee , Yong-Ha Park , Sowon Hahn

The applications of generative AI have become extremely impressive, and the interplay between users and AI is even more so. Current human-AI interaction literature has taken a broad look at how humans interact with generative AI, but it…

While Machine learning gives rise to astonishing results in automated systems, it is usually at the cost of large data requirements. This makes many successful algorithms from machine learning unsuitable for human-machine interaction, where…

Human-Computer Interaction · Computer Science 2021-09-30 Jan Philip Göpfert , Ulrike Kuhl , Lukas Hindemith , Heiko Wersing , Barbara Hammer

This paper systematically derives design dimensions for the structured evaluation of explainable artificial intelligence (XAI) approaches. These dimensions enable a descriptive characterization, facilitating comparisons between different…

Human-Computer Interaction · Computer Science 2020-09-15 Fabian Sperrle , Mennatallah El-Assady , Grace Guo , Duen Horng Chau , Alex Endert , Daniel Keim

Debates about artificial intelligence (AI) in education often portray teaching as a modular and procedural job that can increasingly be automated or delegated to technology. This brief communication paper argues that such claims depend on…

Computation and Language · Computer Science 2026-04-09 Songhee Han

The development of AI-driven generative audio mirrors broader AI trends, often prioritizing immediate accessibility at the expense of explainability. Consequently, integrating such tools into sustained artistic practice remains a…

Sound · Computer Science 2024-07-23 Austin Tecks , Thomas Peschlow , Gabriel Vigliensoni
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