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Although compelling assessments have been examined in recent years, more studies are required to yield a better understanding of the several methods where assessment techniques significantly affect student learning process. Most of the…

Physics Education · Physics 2017-12-15 Khondkar Islam , Pouyan Ahmadi , Salman Yousaf

Federated Active Learning (FAL) has emerged as a promising framework to leverage large quantities of unlabeled data across distributed clients while preserving data privacy. However, real-world deployments remain limited by high annotation…

Machine Learning · Computer Science 2025-05-20 Haoyuan Li , Mathias Funk , Jindong Wang , Aaqib Saeed

Machine learning (ML) course for undergraduates face challenges in assessing student learning and providing practical exposure. Group project-based learning, an increasingly popular form of experiential learning in CS education, encounters…

Computers and Society · Computer Science 2024-10-23 R Indra , PD Parthasarathy , Jatin Ambasana , Spruha Satavlekar

We present a scantron-based survey which examines the teacher-learner collaboration. The survey includes questions which probe student preparedness, behaviors, attitudes, and expectations - as well as questions addressing key measures of…

Physics Education · Physics 2024-01-09 N. M. Chase

With the rapid adoption of AI tools in learning contexts, it is vital to understand how these systems shape users' reading processes and cognitive engagement. We collected and analyzed text from 124 sessions with AI tools, in which students…

Human-Computer Interaction · Computer Science 2025-04-22 Yue Fu , Alexis Hiniker

Imitation learning aims to mimic the behavior of experts without explicit reward signals. Passive imitation learning methods which use static expert datasets typically suffer from compounding error, low sample efficiency, and high…

Machine Learning · Computer Science 2023-03-06 Xu-Hui Liu , Feng Xu , Xinyu Zhang , Tianyuan Liu , Shengyi Jiang , Ruifeng Chen , Zongzhang Zhang , Yang Yu

In lifelong learning, the learner is presented with a sequence of tasks, incrementally building a data-driven prior which may be leveraged to speed up learning of a new task. In this work, we investigate the efficiency of current lifelong…

Machine Learning · Computer Science 2019-01-10 Arslan Chaudhry , Marc'Aurelio Ranzato , Marcus Rohrbach , Mohamed Elhoseiny

Feedback is important in supporting student learning. While various automated feedback systems have been implemented to make the feedback scalable, many existing solutions only focus on generating text-based feedback. As is indicated in the…

Human-Computer Interaction · Computer Science 2025-10-03 Chloe Qianhui Zhao , Jie Cao , Eason Chen , Kenneth R. Koedinger , Jionghao Lin

Providing high-quality feedback on student assignments is crucial for student success, but it is heavily limited by time and budgetary constraints. In this work, we introduce Synthetic Educational Feedback Loops (SEFL), a synthetic data…

Computation and Language · Computer Science 2026-02-25 Mike Zhang , Amalie Pernille Dilling , Léon Gondelman , Niels Erik Ruan Lyngdorf , Euan D. Lindsay , Johannes Bjerva

Background: Traditional research on collaborative learning scaffolding is often time-consuming and resource-heavy, which hinders the rapid iteration and optimization of instructional strategies. LLM-based multi-agent systems have recently…

Human-Computer Interaction · Computer Science 2026-04-14 Han Wua , Lishan Zhang , Chunming Lu

Science communication skills are considered essential learning objectives for undergraduate physics students. However, high enrollment and limited class resources present significant barriers to providing students ample opportunities to…

Physics Education · Physics 2024-09-17 Steven W. Tarr , Emily Alicea-Muñoz

Written reflection assignments give students valuable opportunities for critical self-assessment, meaning making, and learning processing. Additionally, such reflections provide rich data for qualitative education research. However,…

Computers and Society · Computer Science 2026-05-28 Xiomara Gonzalez , Gabriella Coloyan Fleming , Andrew Katz , Maya Denton , Jessica Deters

Second language learning can be enabled by tandem collaboration where students are grouped into video conference calls while learning the native language of other student(s) on the calls. This places students in an online environment where…

Computation and Language · Computer Science 2022-10-25 Alan F. Smeaton , Aparajita Dey-Plissonneau , Hyowon Lee , Mingming Liu , Michael Scriney

In this paper, we discuss our experience in designing and teaching a course on Software Engineering Project Management, where the focus is on Agile/Scrum development and Requirement Engineering activities. The course has undergone…

Software Engineering · Computer Science 2025-06-18 Maria Spichkova

Supervised neural approaches are hindered by their dependence on large, meticulously annotated datasets, a requirement that is particularly cumbersome for sequential tasks. The quality of annotations tends to deteriorate with the transition…

Active learning strategies have been widely recognised for their effectiveness in tertiary education, yet their implementation at scale, particularly in large first-year mathematics courses, presents considerable challenges. A common method…

History and Overview · Mathematics 2025-04-30 Raymond Vozzo , Stuart Johnson , Jonathan Tuke , Tanya Evans

Introductory artificial intelligence (AI) courses present significant learning challenges due to abstract concepts, mathematical complexity, and students' diverse technical backgrounds. While active and collaborative pedagogies are often…

Computers and Society · Computer Science 2026-03-31 Jennifer M. Reddig , Scott Moon , Kaitlyn Crutcher , Christopher J. MacLellan

This study explores student attitudes to the use of substantive on-line assessments that require mathematical answers. Our goal is to learn what are the important aspects in a design of more effective e-assessments that support learning of…

Physics Education · Physics 2016-03-09 Elizabeth Acosta-Gonzaga , Niels R. Walet

In cooperative training, humans within a team coordinate on complex tasks, building mental models of their teammates and learning to adapt to teammates' actions in real-time. To reduce the often prohibitive scheduling constraints associated…

It is well documented that students sometimes resist active learning techniques. A recent study showed how students believed that they learned less in active learning classrooms than they learned in lectures, even though they learned more.…

Physics Education · Physics 2022-04-20 Eric Burkholder , Mason Sake , Jiamin Zhang
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