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Successful development of software systems involves efficient navigation among software artifacts. One state-of-practice approach to structure information is to establish trace links between artifacts, a practice that is also enforced by…

软件工程 · 计算机科学 2016-02-25 Markus Borg

In collaborative learning, learners coordinate to enhance each of their learning performances. From the perspective of any learner, a critical challenge is to filter out unqualified collaborators. We propose a framework named meta…

机器学习 · 计算机科学 2022-09-29 Chenglong Ye , Reza Ghanadan , Jie Ding

AI approaches are progressing besting humans at game-related tasks (e.g. chess). The next stage is expected to be Human-AI collaboration; however, the research on this subject has been mixed and is in need of additional data points. We add…

人机交互 · 计算机科学 2024-03-05 Cheng Ren , Zachary Pardos , Zhi Li

Detecting Internet routing instability is a critical yet challenging task, particularly when relying solely on endpoint active measurements. This study introduces TRACE, a MachineLearning (ML)pipeline designed to identify route changes…

网络与互联网体系结构 · 计算机科学 2026-04-06 Raul Suzuki , Rodrigo Moreira , Pedro Henrique A. Damaso de Melo , Larissa F. Rodrigues Moreira , Flávio de Oliveira Silva

Peer Instruction (PI) and Continuous Assessment(CA) are two distinct educational techniques with extensive research demonstrating their effectiveness. The work herein combines PI and CA in a deliberate and novel manner to pair students…

计算机与社会 · 计算机科学 2024-07-26 Steve Geinitz

Constructing valid and informative conformal prediction regions for multi-dimensional outputs remains a fundamental challenge. While conformal prediction provides finite-sample, distribution-free coverage guarantees, its practical…

机器学习 · 统计学 2026-05-11 Zhenhan Fang , Aixin Tan , Jian Huang

How can instructors facilitate spreading out the work in a software engineering or computer science capstone course across time and among team members? Currently teams often compromise the quality of their learning experience by frantically…

软件工程 · 计算机科学 2024-10-17 Spencer Smith , Christopher William Schankula , Lucas Dutton , Christopher Kumar Anand

In order to effectively prepare the next generation of IT professionals and systems analysts, it is important to incorporate cloud based online collaboration tools into the coursework for developing the students' cooperative skills as well…

计算机与社会 · 计算机科学 2016-03-10 Emre Erturk

Group work, where students work on projects to overcome challenges together, has numerous advantages, including learning of important transferable skills, better learning experience and increased motivation. However, in many academic…

计算机与社会 · 计算机科学 2018-11-09 Hugh Harvey , James Keen , Chester Robinson , James Roff , Thilo Gross

Currently, there is a lack of practical, real-world projects on Computer Science (CS) courses at Maynooth University. Generally CS undergraduate modules are composed of 24 hours of lectures and 24 hours of labs where students learn…

计算机与社会 · 计算机科学 2016-09-27 Susan Bergin , Aidan Mooney

Test-time scaling improves the reasoning performance of large language models but often results in token-inefficient overthinking, where models continue reasoning beyond what is necessary for a correct answer. Existing dynamic early-exit…

人工智能 · 计算机科学 2026-04-21 Jiakun Li , Xingwei He , Kefan Li , Hongzheng Chai , Hongyue Yu , Yuan Yuan

As generative artificial intelligence (AI) continues to transform education, most existing AI evaluations rely primarily on technical performance metrics such as accuracy or task efficiency while overlooking human identity, learner agency,…

计算机与社会 · 计算机科学 2025-12-05 Shi Ding , Brian Magerko

This study examines the integration of digital collaborative tools and structured peer evaluation in the Machine Learning for Health master's program, through the redesign of a Biomedical Image Processing course over two academic years. The…

机器学习 · 计算机科学 2025-09-03 Caterina Fuster-Barcelo , Gonzalo R. Rios-Munoz , Arrate Munoz-Barrutia

A key feature of collaboration in science and software development is to have a {\em log} of what and how is being done - for private use and reuse and for sharing selected parts with collaborators, which most often today are distributed…

数据分析、统计与概率 · 物理学 2009-11-10 Dimitri Bourilkov

The increasing use of Generative Artificial Intelligence (GAI) tools in education highlights the need to understand their influence on individuals' thinking processes and agency. This research explored 20 university students' interaction…

人机交互 · 计算机科学 2024-12-02 Tianlong Zhong , Gaoxia Zhu , Kang You Lim , Yew Soon Ong

The goal of data attribution is to trace model predictions back to training data. Despite a long line of work towards this goal, existing approaches to data attribution tend to force users to choose between computational tractability and…

机器学习 · 统计学 2023-04-04 Sung Min Park , Kristian Georgiev , Andrew Ilyas , Guillaume Leclerc , Aleksander Madry

When executed well, project-based learning (PBL) engages students' intrinsic motivation, encourages students to learn far beyond a course's limited curriculum, and prepares students to think critically and maturely about the skills and…

计算机与社会 · 计算机科学 2025-03-11 Gati Aher , Robin Schmucker , Tom Mitchell , Zachary C. Lipton

Generative AI and agentic tools are reshaping agile software development, yet many engineering curricula still teach agile methods and AI competencies separately and largely lecture-based. This paper presents a project-based AI Engineering…

软件工程 · 计算机科学 2026-03-11 Andreas Rausch , Stefan Wittek , Tobias Geger , David Inkermann

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

软件工程 · 计算机科学 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

The use of artificial intelligence (AI) in working environments with individuals, known as Human-AI Collaboration (HAIC), has become essential in a variety of domains, boosting decision-making, efficiency, and innovation. Despite HAIC's…

人机交互 · 计算机科学 2025-03-10 George Fragiadakis , Christos Diou , George Kousiouris , Mara Nikolaidou