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Supporting student success requires collaboration among multiple stakeholders. Researchers have explored machine learning models for academic performance prediction; yet key challenges remain in ensuring these models are interpretable,…

人机交互 · 计算机科学 2025-05-12 Han Zhang , Yiyi Ren , Paula S. Nurius , Jennifer Mankoff , Anind K. Dey

Interactive computational environments can help students explore algorithmic concepts through collaborative hands-on experimentation. However, static and instructor controlled demos in lectures limit engagement. Even when interactive…

人机交互 · 计算机科学 2026-02-02 Sumedh Karajagi , Sampad Bhusan Mohanty , Bhaskar Krishnamachari

Flipped classroom pedagogy is widely used in undergraduate mathematics to promote active learning, yet it remains unclear whether students experience it in systematically different ways. In this study, we analyze student perceptions from an…

历史与综述 · 数学 2026-05-11 S. Laudari , N. Karjanto

Large Language Models (LLMs) are widely used by students, yet their tendency to provide fast and complete answers may discourage reflection and foster overconfidence. We examined how alternative LLM interaction designs support deeper…

人机交互 · 计算机科学 2026-04-13 Elena Eleftheriou , George Pallis , Marios Constantinides

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…

人机交互 · 计算机科学 2026-04-06 Yongsu Ahn , Nam Wook Kim , Benjamin Bach

Engaging learners in dialogue around controversial issues is essential for examining diverse values and perspectives in pluralistic societies. While prior research has identified productive discussion moves mainly in STEM-oriented contexts,…

人机交互 · 计算机科学 2026-01-12 Kyuwon Kim , Jeanhee Lee , Sung-Eun Kim , Hyo-Jeong So

We consider active learning under incentive compatibility constraints. The main application of our results is to economic experiments, in which a learner seeks to infer the parameters of a subject's preferences: for example their attitudes…

计算机科学与博弈论 · 计算机科学 2019-11-15 Federico Echenique , Siddharth Prasad

Models can fail in unpredictable ways during deployment due to task ambiguity, when multiple behaviors are consistent with the provided training data. An example is an object classifier trained on red squares and blue circles: when…

机器学习 · 计算机科学 2022-04-20 Alex Tamkin , Dat Nguyen , Salil Deshpande , Jesse Mu , Noah Goodman

The widespread availability of generative artificial intelligence tools poses new challenges for school mathematics education, particularly regarding the formative role of traditional mathematical tasks. In post-AI educational contexts,…

历史与综述 · 数学 2026-02-11 Felix De la Cruz Serrano

Enhancing the expressiveness of human teaching is vital for both improving robots' learning from humans and the human-teaching-robot experience. In this work, we characterize and test a little-used teaching signal: \textit{progress},…

机器人学 · 计算机科学 2025-12-30 Hang Yu , Qidi Fang , Shijie Fang , Reuben M. Aronson , Elaine Schaertl Short

Modern students encounter big, messy data sets long before setting foot in our classrooms. Many of our students need to develop skills in exploratory data analysis and multivariate analysis techniques for their jobs after college, but these…

其他统计学 · 统计学 2013-10-29 Amy S. Wagaman

Student engagement is crucial for improving learning outcomes in group activities. Highly engaged students perform better both individually and contribute to overall group success. However, most existing automated engagement recognition…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Saniah Kayenat Chowdhury , Muhammad E. H. Chowdhury

Educational NLP systems are typically evaluated using engagement metrics and satisfaction surveys, which are at best a proxy for meeting pedagogical goals. We introduce six computational metrics for automated evaluation of pedagogical…

计算与语言 · 计算机科学 2026-04-28 Sebastian Kobler , Matthew Clemson , Angela Sun , Jonathan K. Kummerfeld

Dynamics problem solving is highly specific to the problem at hand and to develop the general mind framework to become an effective problem solver requires ingenuity and creativity on top of a solid grounding on theoretical and conceptual…

物理教育 · 物理学 2014-09-23 Luciano Fleischfresser

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…

人机交互 · 计算机科学 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

Generative AI is reshaping higher education programming through vibe coding, where students collaborate with AI via natural language rather than writing code line-by-line. We conceptualize this practice as help-seeking, analyzing 19,418…

Understanding students' and teachers' verbal and non-verbal behaviours during instruction may help infer valuable information regarding the quality of teaching. In education research, there have been many studies that aim to measure…

计算机视觉与模式识别 · 计算机科学 2020-01-16 Ömer Sümer , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

This paper presents a novel approach to understand specific student behavior in MOOCs. Instructors currently perceive participants only as one homogeneous group. In order to improve learning outcomes, they encourage students to get active…

人机交互 · 计算机科学 2018-09-25 Ralf Teusner , Kai-Adrian Rollmann , Jan Renz

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…

人机交互 · 计算机科学 2025-04-22 Yue Fu , Alexis Hiniker

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.…

物理教育 · 物理学 2022-04-20 Eric Burkholder , Mason Sake , Jiamin Zhang