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Evaluation of policies in recommender systems typically involves A/B testing using live experiments on real users to assess a new policy's impact on relevant metrics. This ``gold standard'' comes at a high cost, however, in terms of cycle…

Information Retrieval · Computer Science 2024-09-27 Chih-Wei Hsu , Martin Mladenov , Ofer Meshi , James Pine , Hubert Pham , Shane Li , Xujian Liang , Anton Polishko , Li Yang , Ben Scheetz , Craig Boutilier

The rapidly growing popularity of adopting Artificial Intelligence (AI), and specifically Large Language Models (LLMs), is having a widespread impact throughout society, including the academic domain. AI-supported research has the potential…

Artificial Intelligence · Computer Science 2025-12-19 Allard Oelen , Sören Auer

The rapid emergence of generative AI tools is transforming the way software is developed. Consequently, software engineering education must adapt to ensure that students not only learn traditional development methods but also understand how…

Software Engineering · Computer Science 2025-12-08 Uwe M. Borghoff , Mark Minas , Jannis Schopp

We investigate how to use AI-based analytics to support design education. The analytics at hand measure multiscale design, that is, students' use of space and scale to visually and conceptually organize their design work. With the goal of…

A/B testing, or online experiment is a standard business strategy to compare a new product with an old one in pharmaceutical, technological, and traditional industries. Major challenges arise in online experiments of two-sided marketplace…

Machine Learning · Computer Science 2022-11-04 Chengchun Shi , Xiaoyu Wang , Shikai Luo , Hongtu Zhu , Jieping Ye , Rui Song

The goal of this paper is to share our experience in designing and organizing educational competitions with anonymous and (near) real-time leaderboards in both academic and industrial settings. While such competitions serve as a great…

Human-Computer Interaction · Computer Science 2024-02-14 Serdar Kadıoğlu , Bernard Kleynhans

Recently, the academic community has been giving much attention to Cooperative Learning System, a group learning method combined with pedagogy and social psychology. It allows group members to gain knowledge through collaborations and…

Computers and Society · Computer Science 2010-02-08 Fu-Chien Kao , Siang-Ru Wang , Ting-Hao Huang

The integration of artificial intelligence (AI) into science education is transforming the design and function of learning materials, offering new affordances for personalization, authenticity, and accessibility. This chapter examines how…

Computers and Society · Computer Science 2026-02-25 Xiaoming Zhai , Kent Crippen

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…

Computers and Society · Computer Science 2025-03-11 Gati Aher , Robin Schmucker , Tom Mitchell , Zachary C. Lipton

Drawing supports learning by externalizing mental models, but providing timely feedback at scale remains challenging. We present Draw2Learn, a system that explores how AI can act as a supportive teammate during drawing-based learning. The…

Human-Computer Interaction · Computer Science 2026-02-03 Yuqi Hang

User-randomized A/B testing has emerged as the gold standard for online experimentation. However, when this kind of approach is not feasible due to legal, ethical or practical considerations, experimenters have to consider alternatives like…

Methodology · Statistics 2025-06-17 Paul Missault , Lorenzo Masoero , Christian Delbé , Thomas Richardson , Guido Imbens

Encouraging student engagement is a key aim in any educational setting, and allowing students the freedom to pursue their own methods of solving problems through independent experimentation has been shown to markedly improve this. In many…

Physics Education · Physics 2024-02-06 Maclean Rouble , Matt Dobbs , Adam Gilbert

A/B testing is widexly used in the industry to optimize customer facing websites. Many companies employ experimentation specialists to facilitate and improve the process of A/B testing. Here, we present the application of A/B testing to…

Information Retrieval · Computer Science 2024-06-25 Melanie J. I. Müller

As educational technology evolves, the potential of Pedagogical Agents (PAs) in supporting education is extensively explored. Typically, research on PAs has primarily focused on computer-based learning environments, but their use in…

Human-Computer Interaction · Computer Science 2024-10-24 Aimilios Hadjiliasi , Louis Nisiotis , Irene Polycarpou

Tech companies (e.g., Google or Facebook) often use randomized online experiments and/or A/B testing primarily based on the average treatment effects to compare their new product with an old one. However, it is also critically important to…

Methodology · Statistics 2021-11-09 Chengchun Shi , Shikai Luo , Hongtu Zhu , Rui Song

Online controlled experiments (A/B tests) have become the gold standard for learning the impact of new product features in technology companies. Randomization enables the inference of causality from an A/B test. The randomized assignment…

Applications · Statistics 2022-12-20 Qike Li , Samir Jamkhande , Pavel Kochetkov , Pai Liu

The growth of Educational Technology (EdTech) has enabled highly personalized learning experiences through Artificial Intelligence (AI)-based recommendation systems tailored to each student needs. However, these systems can unintentionally…

Artificial Intelligence · Computer Science 2025-02-28 Nazarii Drushchak , Vladyslava Tyshchenko , Nataliya Polyakovska

Although the use of active learning to increase learners' engagement has recently been introduced in a variety of methods, empirical experiments are lacking. In this study, we attempted to align two experiments in order to (1) make a…

Machine Learning · Computer Science 2020-11-10 Jaeseo Lim , Hwiyeol Jo , Byoung-Tak Zhang , Jooyong Park

Increasing complexity in the power system and the transformation towards a smart grid lead to the necessity of new tools and methods for the development and testing of new technologies. One testing method is co-simulation, which allows…

Computational Engineering, Finance, and Science · Computer Science 2024-10-23 Jan Sören Schwarz , Cornelius Steinbrink , Sebastian Lehnhoff

In recent years, attention has increasingly focused on enhancing user satisfaction with user interfaces, spanning both mobile applications and websites. One fundamental aspect of human-machine interaction is the concept of web usability. In…

Software Engineering · Computer Science 2025-07-17 Noe Zermeño , Cristina Zuheros , Lucas Daniel Del Rosso Calache , Francisco Herrera , Rosana Montes