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As generative AI models, particularly large language models (LLMs), transform educational feedback practices in higher education (HE) contexts, understanding students' perceptions of different sources of feedback becomes crucial for their…

Human-Computer Interaction · Computer Science 2025-08-13 Audrey Zhang , Yifei Gao , Wannapon Suraworachet , Tanya Nazaretsky , Mutlu Cukurova

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

Computers and Society · Computer Science 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

While the complexity of 21st-century demands has promoted pedagogical approaches to foster complex competencies, a persistent gap remains between in-class learning activities and individualized learning or assessment practices. To address…

Human-Computer Interaction · Computer Science 2025-06-09 Eunhye Grace Ko , Soo Hyoung Joo

To build AI-based systems that users and the public can justifiably trust one needs to understand how machine learning technologies impact trust put in these services. To guide technology developments, this paper provides a systematic…

Computers and Society · Computer Science 2019-12-04 Ehsan Toreini , Mhairi Aitken , Kovila Coopamootoo , Karen Elliott , Carlos Gonzalez Zelaya , Aad van Moorsel

People's trust in prediction models can be affected by many factors, including domain expertise like knowledge about the application domain and experience with predictive modelling. However, to what extent and why domain expertise impacts…

Human-Computer Interaction · Computer Science 2021-09-20 Jeroen Ooge , Katrien Verbert

As generative AI systems are integrated into educational settings, students often encounter AI-generated output while working through learning tasks, either by requesting help or through integrated tools. Trust in AI can influence how…

Human-Computer Interaction · Computer Science 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

Each student has specific characteristics and learning preferences, that reflect on each type of learning environment, online or face-to-face. Understanding these differences is crucial for educators to create learning environments that can…

Computers and Society · Computer Science 2026-02-03 Hugo Silva

Trust is crucial for ensuring the safety, security, and widespread adoption of automated vehicles (AVs), and if trust is lacking, drivers and the public may not be willing to use them. This research seeks to investigate trust profiles in…

Human-Computer Interaction · Computer Science 2023-06-30 Lilit Avetisyan , Jackie Ayoub , X. Jessie Yang , Feng Zhou

This study explores the impact of peer acknowledgement on learner engagement and implicit psychological attributes in written annotations on an online social reading platform. Participants included 91 undergraduates from a large North…

Human-Computer Interaction · Computer Science 2024-02-19 Xiaoshan Huang , Haolun Wu , Xue Liu , Susanne Lajoie

The assessment of trust between users is essential for collaboration. General reputation and ID mechanisms may support users' trust assessment. However, these mechanisms lack sensitivity to pairwise interactions and specific experience such…

Computer Science and Game Theory · Computer Science 2019-10-23 Claudia-Lavinia Ignat , Quang-Vinh Dang , Valerie Shalin

Confidence estimation, a task that aims to evaluate the trustworthiness of the model's prediction output during deployment, has received lots of research attention recently, due to its importance for the safe deployment of deep models.…

Computer Vision and Pattern Recognition · Computer Science 2022-10-14 Haoxuan Qu , Yanchao Li , Lin Geng Foo , Jason Kuen , Jiuxiang Gu , Jun Liu

Establishing trust between developers working at distant sites facilitates team collaboration in distributed software development. While previous research has focused on how to build and spread trust in absence of direct, face-to-face…

Software Engineering · Computer Science 2017-10-05 Fabio Calefato , Filippo Lanubile , Nicole Novielli

With growing expectations to use AI-based educational technology (AI-EdTech) to improve students' learning outcomes and enrich teaching practice, teachers play a central role in the adoption of AI-EdTech in classrooms. Teachers' willingness…

Large Language Models (LLMs) have gained traction in educational settings, often framed as virtual tutors or teaching assistants. Following early skepticism and bans, many schools and universities have begun integrating these systems into…

Computers and Society · Computer Science 2026-05-22 Caterina Fuligni , Daniel Dominguez Figaredo , Armanda Lewis , Julia Stoyanovich

Research has shown that trust is an essential aspect of human-computer interaction directly determining the degree to which the person is willing to use a system. An automatic prediction of the level of trust that a user has on a certain…

Human-Computer Interaction · Computer Science 2021-02-19 Lara Gauder , Leonardo Pepino , Pablo Riera , Silvina Brussino , Jazmín Vidal , Agustín Gravano , Luciana Ferrer

Bottom-up responsible innovation initiatives seek to empower technology development teams to engage in ethical reflection, yet such interventions frequently fail to achieve practitioner engagement. Why do some ethics interventions succeed…

Computers and Society · Computer Science 2026-04-14 Benjamin Lange , Geoff Keeling , Kyle Pedersen , Carmen Heringer , Susan B. Rubin , Ben Zevenbergen , Amanda McCroskery

Trust in a recommendation system (RS) is often algorithmically incorporated using implicit or explicit feedback of user-perceived trustworthy social neighbors, and evaluated using user-reported trustworthiness of recommended items. However,…

Human-Computer Interaction · Computer Science 2021-09-20 Taha Hassan , Bob Edmison , Timothy Stelter , D. Scott McCrickard

The virtual learning in University Education is the learning which is presented by set of integrated information and pedagogical technologies, in a process of interaction between subjects and objects as the virtual educational resources.…

Computers and Society · Computer Science 2013-04-02 Kerimbayev Nurassyl

Trust is fundamental to effective visual data communication between the visualization designer and the reader. Although personal experience and preference influence readers' trust in visualizations, visualization designers can leverage…

Human-Computer Interaction · Computer Science 2022-09-29 Hamza Elhamdadi , Aimen Gaba , Yea-Seul Kim , Cindy Xiong

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