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Collaborations among various entities, such as companies, research labs, AI agents, and edge devices, have become increasingly crucial for achieving machine learning tasks that cannot be accomplished by a single entity alone. This is likely…

Machine Learning · Computer Science 2023-05-29 Xinran Wang , Qi Le , Ahmad Faraz Khan , Jie Ding , Ali Anwar

Even though AI literacy has emerged as a prominent education topic in the wake of generative AI, its definition remains vague. There is little consensus among researchers and practitioners on how to discuss and design AI literacy…

Computers and Society · Computer Science 2025-08-07 Xingjian Gu , Barbara J. Ericson

As AI systems shape individual and societal decisions, fostering critical AI literacy is essential. Traditional approaches, such as blog articles, static lessons, and social media discussions, often fail to support deep conceptual…

Human-Computer Interaction · Computer Science 2025-07-30 Yiling Zhao , Audrey Michal , Nithum Thain , Hari Subramonyam

The recent developments in Artificial Intelligence (AI) technologies challenge educators and educational institutions to respond with curriculum and resources that prepare students of all ages with the foundational knowledge and skills for…

Artificial Intelligence · Computer Science 2021-08-13 Farhana Faruqe , Ryan Watkins , Larry Medsker

Acquiring new knowledge without forgetting what has been learned in a sequence of tasks is the central focus of continual learning (CL). While tasks arrive sequentially, the training data are often prepared and annotated independently,…

Machine Learning · Computer Science 2024-01-31 Thuy-Trang Vu , Shahram Khadivi , Mahsa Ghorbanali , Dinh Phung , Gholamreza Haffari

AI chatbots are increasingly stepping into roles as collaborators or teachers in analyzing, visualizing, and reasoning through data and domain problem. Yet, AI's default assistant mode with its comprehensive and one-off responses may…

Human-Computer Interaction · Computer Science 2026-04-06 Yongsu Ahn , Nam Wook Kim , Benjamin Bach

This research aims to demonstrate that AI can function not only as a tool for learning, but also as an intelligent agent with which humans can engage in collaborative learning (CL) to change epistemic practices in science classrooms. We…

Computers and Society · Computer Science 2024-01-12 Gyeong-Geon Lee , Seonyeong Mun , Myeong-Kyeong Shin , Xiaoming Zhai

In this paper, we introduce the concept of collective learning (CL) which exploits the notion of collective intelligence in the field of distributed semi-supervised learning. The proposed framework draws inspiration from the learning…

Machine Learning · Computer Science 2021-05-27 Francesco Farina

Artificial intelligence has accelerated innovations in different aspects of citizens' lives. Many contexts have already addressed technology-enhanced learning, but educators at different educational levels now need to develop AI literacy…

Artificial Intelligence · Computer Science 2024-07-10 Margarida Romero

Collaboration literacy requires adapting to the evolving demands of group work within complex discussions, making it difficult to develop and assess. Traditional analytics metrics capture behavioral signals while missing the semantic…

Human-Computer Interaction · Computer Science 2026-05-19 Dawei Xie , Khalil Anderson , Tochukwu Eze , Chenghong Lin , Bookyung Shin , Marcelo Worsley

Artificial intelligence (AI) literacy is a rapidly growing research area and a critical addition to K-12 education. However, support for designing tools and curriculum to teach K-12 AI literacy is still limited. There is a need for…

Computers and Society · Computer Science 2020-09-23 Xiaofei Zhou , Jessica Van Brummelen , Phoebe Lin

This paper presents a curriculum, "AI Literacy for All," to promote an interdisciplinary understanding of AI, its socio-technical implications, and its practical applications for all levels of education. With the rapid evolution of…

Computers and Society · Computer Science 2025-04-24 Sri Yash Tadimalla , Mary Lou Maher

Artificial intelligence (AI) is increasingly embedded in vocational education systems, yet empirical evidence linking institutional AI readiness to student learning outcomes remains limited. This study develops and tests a 2-2-1 cross-level…

Computers and Society · Computer Science 2026-03-23 Xiu Guan , Mingmin Zheng , Dragan Gašević , Wenxin Guo , Yingqun Liu , Xibin Han , Danijela Gasevic , Ruiling Ma , Qi Wu , Lixiang Yan

This research category full paper investigates how community college instructors evaluate interactive, no-code AI literacy resources designed for non-STEM learners. As artificial intelligence becomes increasingly integrated into everyday…

Computers and Society · Computer Science 2025-11-10 Aparna Maya Warrier , Arav Agarwal , Jaromir Savelka , Christopher A Bogart , Heather Burte

This study presents a cross-national quantitative analysis of how university students in the United States and Bangladesh interact with Large Language Models (LLMs). Based on an online survey of 318 students, results show that LLMs enhance…

Computers and Society · Computer Science 2025-07-09 Shahin Hossain , Shapla Khanam , Samaa Haniya , Nesma Ragab Nasr

As computational systems supported by artificial intelligence (AI) techniques continue to play an increasingly pivotal role in making high-stakes recommendations and decisions across various domains, the demand for explainable AI (XAI) has…

Artificial Intelligence · Computer Science 2023-12-20 Muhammad Suffian , Ulrike Kuhl , Jose M. Alonso-Moral , Alessandro Bogliolo

How do students develop AI literacy through everyday practice rather than formal instruction? While normative AI literacy frameworks proliferate, empirical understanding of how students actually learn to work with generative AI remains…

Human-Computer Interaction · Computer Science 2026-01-29 Tawfiq Ammari , Meilun Chen , S M Mehedi Zaman , Kiran Garimella

Despite AI tools becoming more prevalent and applicable to a variety of workplaces, workers consistently report uncertainty about where AI applies, what problems it can help solve, and how it fits into real workflows. In other words, there…

Human-Computer Interaction · Computer Science 2026-04-01 Aakanksha Khandwaha , Edith Law

Collaborative problem solving (CPS) enables student groups to complete learning tasks, construct knowledge, and solve problems. Previous research has argued the importance to examine the complexity of CPS, including its multimodality,…

Artificial Intelligence · Computer Science 2022-10-31 Fan Ouyang , Weiqi Xu , Mutlu Cukurova

This research paper presents a study of undergraduate technology students' self-reflective learning about artificial intelligence (AI). Research on AI literacy proposes that learners must develop five competencies associated with AI:…

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