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As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory through peer collaboration (n=24) or AI assistance (n=12), using…

Human-Computer Interaction · Computer Science 2026-01-21 Caitlin Morris , Pattie Maes

Research on classroom interaction has long been divided between large-scale observation and in-depth ethnographic work. We propose a framework mapping this methodological space along three dimensions--scale, duration, and modality--where a…

Artificial Intelligence · Computer Science 2026-05-01 Dorottya Demszky , Edith Bouton , Alison Twiner , Sara Hennessy , Richard Correnti

Increased adoption of artificial intelligence (AI) systems into scientific workflows will result in an increasing technical debt as the distance between the data scientists and engineers who develop AI system components and scientists,…

Artificial Intelligence · Computer Science 2021-03-08 Iain Barclay , Harrison Taylor , Alun Preece , Ian Taylor , Dinesh Verma , Geeth de Mel

The increasing integration of AI tools in education has led prior research to explore their impact on learning processes. Nevertheless, most existing studies focus on higher education and conventional instructional contexts, leaving open…

Human-Computer Interaction · Computer Science 2025-12-25 Gaia Ebli , Bianca Raimondi , Maurizio Gabbrielli

Empathy is a vital factor that contributes to mutual understanding, and joint problem-solving. In recent years, a growing number of studies have recognized the benefits of empathy and started to incorporate empathy in conversational…

Computation and Language · Computer Science 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

We reframe the analysis of progress in AI by incorporating into an overall framework both the task performance of a system, and the time and resource costs incurred in the development and deployment of the system. These costs include: data,…

Artificial Intelligence · Computer Science 2022-07-05 Fernando Martínez-Plumed , Shahar Avin , Miles Brundage , Allan Dafoe , Sean Ó hÉigeartaigh , José Hernández-Orallo

Automated co-located human-human interaction analysis has been addressed by the use of nonverbal communication as measurable evidence of social and psychological phenomena. We survey the computing studies (since 2010) detecting phenomena…

Human-Computer Interaction · Computer Science 2023-10-05 Cigdem Beyan , Alessandro Vinciarelli , Alessio Del Bue

Participatory approaches are widely invoked in AI governance, yet participation rarely translates into durable influence. In public sector and civic AI systems, community contributions such as deliberations, annotations, prompts, and…

Computers and Society · Computer Science 2026-02-12 Rashid Mushkani

Artificial intelligence (AI) is transforming education, offering unprecedented opportunities to personalize learning, enhance assessment, and support educators. Yet these opportunities also introduce risks related to equity, privacy, and…

Computers and Society · Computer Science 2025-12-29 Hua Shen

Meetings often suffer from a lack of intentionality, such as unclear goals and straying off-topic. Identifying goals and maintaining their clarity throughout a meeting is challenging, as discussions and uncertainties evolve. Yet meeting…

Human-Computer Interaction · Computer Science 2025-04-09 Xinyue Chen , Lev Tankelevitch , Rishi Vanukuru , Ava Elizabeth Scott , Payod Panda , Sean Rintel

More recently, Explainable Artificial Intelligence (XAI) research has shifted to focus on a more pragmatic or naturalistic account of understanding, that is, whether the stakeholders understand the explanation. This point is especially…

Human-Computer Interaction · Computer Science 2021-08-05 Janet Hui-wen Hsiao , Hilary Hei Ting Ngai , Luyu Qiu , Yi Yang , Caleb Chen Cao

Evaluating human-AI decision-making systems is an emerging challenge as new ways of combining multiple AI models towards a specific goal are proposed every day. As humans interact with AI in decision-making systems, multiple factors may be…

This contribution explores how the integration of Artificial Intelligence (AI) into organizational practices can be effectively framed through a socio-technical perspective to comply with the requirements of Human-centered AI (HCAI).…

Human-Computer Interaction · Computer Science 2026-01-30 Thomas Herrmann

The integration of Artificial Intelligence (AI) necessitates determining whether systems function as tools or collaborative teammates. In this study, by synthesizing Human-AI Interaction (HAI) literature, we analyze this distinction across…

Human-Computer Interaction · Computer Science 2026-02-19 Most. Sharmin Sultana Samu , Nafisa Khan , Kazi Toufique Elahi , Tasnuva Binte Rahman , Md. Rakibul Islam , Farig Sadeque

AI-augmented classrooms generate rich teacher and student feedback before graded outcomes become available, yet these signals can be difficult to translate into timely instructional decisions. We propose an interpretable decision layer: a…

Artificial Intelligence · Computer Science 2026-05-29 Junsoo Park , Youssef Medhat , Htet Phyo Wai , Ploy Thajchayapong , Ashok K. Goel

This study investigates the acceptability of different artificial intelligence (AI) applications in education from a multi-stakeholder perspective, including students, teachers, and parents. Acknowledging the transformative potential of AI…

Computers and Society · Computer Science 2024-02-29 A. J. Karran , P. Charland , J-T. Martineau , A. Ortiz de Guinea Lopez de Arana , AM. Lesage , S. Senecal , P-M. Leger

Improving artificial intelligence (AI) literacy has become an important consideration for academia and industry with the widespread adoption of AI technologies. Collaborative learning (CL) approaches have proven effective for information…

Computers and Society · Computer Science 2025-08-22 Ashish Hingle , Aditya Johri

As design thinking education grows in secondary and tertiary contexts, educators face the challenge of evaluating creative artefacts that combine visual and textual elements. Traditional rubric-based assessment is laborious, time-consuming,…

Computers and Society · Computer Science 2025-12-12 Sumbul Khan , Wei Ting Liow , Lay Kee Ang

Fairness is a growing concern for high-risk decision-making using Artificial Intelligence (AI) but ensuring it through purely technical means is challenging: there is no universally accepted fairness measure, fairness is context-dependent,…

Artificial Intelligence · Computer Science 2024-10-07 Evdoxia Taka , Yuri Nakao , Ryosuke Sonoda , Takuya Yokota , Lin Luo , Simone Stumpf

Human-AI interaction researchers face an overwhelming challenge: synthesizing insights from thousands of empirical studies to understand how AI impacts people and inform effective design. Existing approach for literature reviews cluster…

Human-Computer Interaction · Computer Science 2025-10-01 Chayapatr Archiwaranguprok , Awu Chen , Sheer Karny , Hiroshi Ishii , Pattie Maes , Pat Pataranutaporn