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In recent years, neural architecture-based recommender systems have achieved tremendous success, but they still fall short of expectation when dealing with highly sparse data. Self-supervised learning (SSL), as an emerging technique for…

Information Retrieval · Computer Science 2023-06-05 Junliang Yu , Hongzhi Yin , Xin Xia , Tong Chen , Jundong Li , Zi Huang

The teaching style "Peer Instruction", developed by Eric Mazur (Harvard University), poses a twofold challenge to teachers as well as students. While it aims to promote conceptual development in students, it also demands significant shifts…

Physics Education · Physics 2015-04-08 Isabel Braun

Computer Science (CS) departments often serve large student populations, making timely academic monitoring and personalized feedback difficult. While the recommended counselor-to-student ratio is 250:1, it often exceeds 350:1 in practice,…

Computers and Society · Computer Science 2025-12-24 Samuel Jacob Chacko , An-I Andy Wang , Lara Perez-Felkner , Sonia Haiduc , David Whalley , Xiuwen Liu

Large language models have advanced natural language understanding and generation, but their use as autonomous agents introduces architectural challenges for multi-step tasks. Existing frameworks often mix cognition, memory, and control in…

Artificial Intelligence · Computer Science 2025-12-01 Myung Ho Kim

Collaborative problem solving (CPS) is a fundamental practice in middle-school mathematics education; however, student groups frequently stall or struggle without ongoing teacher support. Recent work has explored how Generative AI tools can…

Human-Computer Interaction · Computer Science 2026-01-30 Wenhan Lyu , Yimeng Wang , Murong Yue , Yifan Sun , Jennifer Suh , Meredith Kier , Ziyu Yao , Yixuan Zhang

Spelling taught through memorization often fails many learners, particularly children with language-based learning disorders who struggle with the phonological skills necessary to spell words accurately. Educators such as speech-language…

Human-Computer Interaction · Computer Science 2026-01-22 Momin N. Siddiqui , Vincent Cavez , Sahana Rangasrinivasan , Abbie Olszewski , Srirangaraj Setlur , Maneesh Agrawala , Hari Subramonyam

Self-reflection on learning experiences constitutes a fundamental cognitive process, essential for the consolidation of knowledge and the enhancement of learning efficacy. However, traditional methods to facilitate reflection often face…

Computer-based learning platforms (CBLPs) have become a common medium in schools, transforming how students learn and interact with educational content. However, researchers still lack adequate tools to address the diverse set of challenges…

This paper presents a platform called RiPPLE (Recommendation in Personalised Peer-Learning Environments) that recommends personalized learning activities to students based on their knowledge state from a pool of crowdsourced learning…

Human-Computer Interaction · Computer Science 2019-10-15 Hassan Khosravi , Kirsty Kitto , Joseph Jay Williams

Internet technologies have expanded higher education students' access to learning resources, peer guidance, and skill-development opportunities beyond formal curricula. Yet the ways students assemble these distributed online resources into…

Computers and Society · Computer Science 2026-04-07 Jianjun Xiao , Yuxi Long

In human learning, an effective learning methodology is small-group learning: a small group of students work together towards the same learning objective, where they express their understanding of a topic to their peers, compare their…

Machine Learning · Computer Science 2021-03-12 Xuefeng Du , Pengtao Xie

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

Medical education increasingly emphasizes students' ability to apply knowledge in real-world clinical settings, focusing on evidence-based clinical reasoning and differential diagnoses. Problem-based learning (PBL) addresses traditional…

Human-Computer Interaction · Computer Science 2025-03-11 Yuansong Xu , Yuheng Shao , Jiahe Dong , Shaohan Shi , Chang Jiang , Quan Li

This paper describes a new approach for learning from homework, called Peer-Assisted Reflection (PAR). PAR involves students using peer feedback to improve their work on open-ended homework problems. Collaborating with peers and revising…

Physics Education · Physics 2016-10-06 Daniel L. Reinholz , Dimitri R. Dounas-Frazer

Environments with procedurally generated content serve as important benchmarks for testing systematic generalization in deep reinforcement learning. In this setting, each level is an algorithmically created environment instance with a…

Machine Learning · Computer Science 2021-06-15 Minqi Jiang , Edward Grefenstette , Tim Rocktäschel

An educational system, the tutor-web (http://tutor-web.net), has been developed and used for educational research. The system is accessible and free to use for anyone having access to the Web. It is based on open source software and the…

Applications · Statistics 2013-10-18 Anna Helga Jonsdottir , Gunnar Stefansson

We present a case-study on teaching an undergraduate level course on Software Engineering (second year and fifth semester of bachelors program in Computer Science) at a State University (New Delhi, India) using a novel teaching instruction…

Computers and Society · Computer Science 2013-09-04 Ashish Sureka , Monika Gupta , Dipto Sarkar , Vidushi Chaudhary

Continual Learning (CL) investigates how to train Deep Networks on a stream of tasks without incurring forgetting. CL settings proposed in literature assume that every incoming example is paired with ground-truth annotations. However, this…

Machine Learning · Statistics 2022-08-30 Matteo Boschini , Pietro Buzzega , Lorenzo Bonicelli , Angelo Porrello , Simone Calderara

As a promising paradigm federated Learning (FL) is widely used in privacy-preserving machine learning, which allows distributed devices to collaboratively train a model while avoiding data transmission among clients. Despite its immense…

Machine Learning · Computer Science 2023-08-29 Jinglong Shen , Xiucheng Wang , Nan Cheng , Longfei Ma , Conghao Zhou , Yuan Zhang

Supporting students in developing effective diagnostic reasoning is a key challenge in various educational domains. Novices often struggle with cognitive biases such as premature closure and over-reliance on heuristics. Scenario-based…

Computers and Society · Computer Science 2025-07-25 Fatma Betül Güreş , Tanya Nazaretsky , Bahar Radmehr , Martina Rau , Tanja Käser
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