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Machine learning can greatly benefit from providing learning algorithms with pairs of contrastive training examples -- typically pairs of instances that differ only slightly, yet have different class labels. Intuitively, the difference in…

机器学习 · 计算机科学 2025-06-23 Farnam Mansouri , Hans U. Simon , Adish Singla , Yuxin Chen , Sandra Zilles

We present an empirical study of how both experienced tutors and non-tutors judge the correctness of tutor praise responses under different Artificial Intelligence (AI)-assisted interfaces, types of explanation (textual explanations vs.…

人机交互 · 计算机科学 2026-01-06 Eason Chen , Jeffrey Li , Scarlett Huang , Xinyi Tang , Jionghao Lin , Paulo Carvalho , Kenneth Koedinger

Collaborative learning is an educational approach that enhances learning through shared goals and working together. Interaction and regulation are two essential factors related to the success of collaborative learning. Since the information…

计算机视觉与模式识别 · 计算机科学 2022-10-12 Yante Li , Yang Liu , KhÁnh Nguyen , Henglin Shi , Eija Vuorenmaa , Sanna Jarvela , Guoying Zhao

Integration of human feedback plays a key role in improving the learning capabilities of intelligent systems. This comparative study delves into the performance, robustness, and limitations of imitation learning compared to traditional…

机器学习 · 计算机科学 2024-10-30 Amr Gomaa , Bilal Mahdy

Curiosity-driven learning has shown significant positive effects on students' learning experiences and outcomes. But despite this importance, reports show that children lack this skill, especially in formal educational settings. To address…

计算机与社会 · 计算机科学 2024-03-14 Rania Abdelghani , Edith Law , Chloé Desvaux , Pierre-Yves Oudeyer , Hélène Sauzéon

In this companion paper, we explore the use of isomorphic problem pairs (IPPs) to assess introductory physics students' ability to solve and successfully transfer problem-solving knowledge from one context to another in mechanics. We call…

物理教育 · 物理学 2016-02-25 Chandralekha Singh

Instructional designers face an overwhelming array of design choices, making it challenging to identify the most effective interventions. To address this issue, I propose the concept of a Model Human Learner, a unified computational model…

人机交互 · 计算机科学 2025-05-13 Christopher J. MacLellan

Imitation learning practitioners have often noted that conditioning policies on previous actions leads to a dramatic divergence between "held out" error and performance of the learner in situ. Interactive approaches can provably address…

机器学习 · 计算机科学 2021-02-12 Jonathan Spencer , Sanjiban Choudhury , Arun Venkatraman , Brian Ziebart , J. Andrew Bagnell

Providing consistent, individualized feedback to teachers on their instruction can improve student learning outcomes. Such feedback can especially benefit novice instructors who teach on online platforms and have limited access to…

计算机与社会 · 计算机科学 2023-11-21 Ashlee Kupor , Candice Morgan , Dorottya Demszky

Caregivers (i.e., parents and members of a child's caring community) are underappreciated stakeholders in learning analytics. Although caregiver involvement can enhance student academic outcomes, many obstacles hinder involvement, most…

人机交互 · 计算机科学 2024-12-17 Devika Venugopalan , Ziwen Yan , Conrad Borchers , Jionghao Lin , Vincent Aleven

Understanding how an instructional approach shapes student's cognitive resources and engagement is central to improving undergraduate physics education especially for novice learners. This study examines how three instructional modalities…

物理教育 · 物理学 2026-02-09 Razan Hamed , N. Sanjay Rebello

When demonstrating a task, human tutors pedagogically modify their behavior by either "showing" the task rather than just "doing" it (exaggerating on relevant parts of the demonstration) or by giving demonstrations that best disambiguate…

机器学习 · 计算机科学 2023-09-28 Hugo Caselles-Dupré , Mohamed Chetouani , Olivier Sigaud

In this study, I explored the impact of Generative AI on learning efficacy in academic reading materials using experimental methods. College-educated participants engaged in three cycles of reading and writing tasks. After each cycle, they…

计算机与社会 · 计算机科学 2023-11-13 Qirui Ju

A hallmark property of explainable AI models is the ability to teach other agents, communicating knowledge of how to perform a task. While Large Language Models perform complex reasoning by generating explanations for their predictions, it…

计算与语言 · 计算机科学 2023-11-15 Swarnadeep Saha , Peter Hase , Mohit Bansal

How students utilize immediate tutoring feedback in programming education depends on various factors. Among them are the feedback quality, but also students' engagement, i.e., their perception, interpretation, and use of feedback. However,…

计算机与社会 · 计算机科学 2025-11-19 Sven Jacobs , Jan Haas , Natalie Kiesler

Adapting one's thought process based on corrective feedback is an essential ability in human learning, particularly in collaborative settings. In contrast, the current large language model training paradigm relies heavily on modeling vast,…

Code-generating Artificial Intelligence has gained popularity within both professional and educational programming settings over the past several years. While research and pedagogy are beginning to cope with this change, computing students…

人机交互 · 计算机科学 2026-04-21 Nicholas Gardella , James Prather , Juho Leinonen , Paul Denny , Raymond Pettit , Sara L. Riggs

Many intelligent tutoring systems can support a student in solving a stepwise task. When a student combines several steps in one step, the number of possible paths connecting consecutive inputs may be very large. This combinatorial…

人工智能 · 计算机科学 2025-07-21 Gerben van der Hoek , Johan Jeuring , Rogier Bos

Objective. Neural self-regulation is necessary for achieving control over brain-computer interfaces (BCIs). This can be an arduous learning process especially for motor imagery BCI. Various training methods were proposed to assist users in…

人机交互 · 计算机科学 2021-12-24 Jelena Mladenović , Jeremy Frey , Smeety Pramij , Jeremie Mattout , Fabien Lotte

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

人工智能 · 计算机科学 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević