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Evaluating GUI agents presents a distinct challenge: trajectories are long, visually grounded, and open-ended, yet evaluation must be both accurate and interpretable. Existing approaches typically apply a single holistic judgment over the…

Artificial Intelligence · Computer Science 2026-04-07 Yuwen Zhai , Runze Li , Liang Wang , Nian Shi , Liwu Xu , Wei Zhang , Ran Lin , Bo Xu , Benlei Cui

The advancements in Generative Artificial Intelligence (GenAI) provide opportunities to enrich educational experiences, but also raise concerns about academic integrity. Many educators have expressed anxiety and hesitation in integrating…

Computation and Language · Computer Science 2024-07-15 Hui Wang , Anh Dang , Zihao Wu , Son Mac

The evolution of LLM has resulted in coding-focused models that are able to produce code snippets with high accuracy. More and more AI coding assistant tools are now available, leading to greater integration of AI coding assistants into…

Software Engineering · Computer Science 2026-04-14 Neha Rani , Jeevan Ram Munnangi , Austin Matthew Spangler , Donald Honeycutt

The recent rapid advancement of machine learning has been driven by increasingly powerful models with the growing availability of training data and computational resources. However, real-time decision-making tasks with limited time and…

Machine Learning · Computer Science 2024-10-22 Lingyu Zhang , Zhengran Ji , Nicholas R Waytowich , Boyuan Chen

GUI prototyping serves as one of the most valuable techniques for enhancing the elicitation of requirements and facilitating the visualization and refinement of customer needs. While GUI prototyping has a positive impact on the software…

Software Engineering · Computer Science 2025-03-03 Kristian Kolthoff , Felix Kretzer , Christian Bartelt , Alexander Maedche , Simone Paolo Ponzetto

While learning programming languages is crucial for software engineers, mastering the necessary tools is equally important. To facilitate this, JetBrains recently released the JetBrains Academy plugin, which customizes the IDE for learners,…

Software Engineering · Computer Science 2025-11-19 Anastasiia Birillo , Ilya Vlasov , Katsiaryna Dzialets , Hieke Keuning , Timofey Bryksin

E-learning with using multimedia and graphical interfaces is now fashionable in some virtual learning environments. Especially, in open colleges, universities and E-learning databases, using these interfaces can improve quality of educating…

Computers and Society · Computer Science 2010-03-17 A. Daneshmand Malayeri , J. Abdollahi , R. Rezaei

This study presents a design science blueprint for an orchestrated AI assistant and co-pilot in doctoral supervision that acts as a socio-technical mediator. Design requirements are derived from Stakeholder Theory and bounded by Academic…

Computers and Society · Computer Science 2025-10-23 Teo Susnjak , Timothy R. McIntosh , Tong Liu , Paul Watters

Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

Human-Computer Interaction · Computer Science 2025-09-10 Bo Yuan , Jiazi Hu

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

Generative AI (genAI) tools promise productivity gains, yet miscalibrated trust and usage friction still hinder adoption. Moreover, genAI can be exclusionary, failing to adequately support diverse users. One such aspect of diversity is…

Teaching Computer Science (CS) students how to comprehend and maintain legacy code bases is a critical challenge in software engineering education. While Generative AI (GenAI) assistants like GitHub Copilot improve task completion speed and…

Software Engineering · Computer Science 2026-05-12 Yunhan Qiao , Md Istiak Hossain Shihab , Summit Haque , and Christopher Hundhausen

Real-world Capstone Projects (RWCPs) are a key component of software engineering education, enabling students to develop software for external clients under authentic conditions. Their high ecological validity, combined with substantial…

Software Engineering · Computer Science 2026-04-28 Michael Mircea , Elisa Schmid , Jakob Droste , Kurt Schneider

Generative AI has recently had a profound impact on various fields, including daily life, research, and education. To explore its efficient utilization in data-driven materials science, we organized a hackathon -- AIMHack2024 -- in July…

Computers and Society · Computer Science 2025-09-29 Takahiro Misawa , Ai Koizumi , Ryo Tamura , Kazuyoshi Yoshimi

While large language models (LLMs) have been widely applied to code generation, they struggle with generating entire deep learning projects, which are characterized by complex structures, longer functions, and stronger reliance on domain…

Software Engineering · Computer Science 2025-04-22 Chen Xie , Mingsheng Jiao , Xiaodong Gu , Beijun Shen

This survey article has grown out of the GAIED (pronounced "guide") workshop organized by the authors at the NeurIPS 2023 conference. We organized the GAIED workshop as part of a community-building effort to bring together researchers,…

Computers and Society · Computer Science 2024-02-08 Paul Denny , Sumit Gulwani , Neil T. Heffernan , Tanja Käser , Steven Moore , Anna N. Rafferty , Adish Singla

Training GUI agents with traditional centralized methods faces significant cost and scalability challenges. Federated learning (FL) offers a promising solution, yet its potential is hindered by the lack of benchmarks that capture…

Multiagent Systems · Computer Science 2026-04-17 Wenhao Wang , Haoting Shi , Mengying Yuan , Yiquan Lin , Panrong Tong , Hanzhang Zhou , Guangyi Liu , Pengxiang Zhao , Yue Wang , Siheng Chen

The ActiveAI project addresses key challenges in AI education for grades 7-9 students by providing an engaging AI literacy learning experience based on the AI4K12 knowledge framework. Utilizing learning science mechanisms such as goal-based…

Computers and Society · Computer Science 2023-09-25 Ying Jui Tseng , Gautam Yadav

This study explores the potential of generative artificial intelligence (AI) models, specifically OpenAI's generative pre-trained transformer (GPT) series, when integrated with building information modeling (BIM) tools as an interactive…

Artificial Intelligence · Computer Science 2024-10-21 Suhyung Jang , Ghang Lee

Context: The active involvement of users and customers in agile software development remains a persistent challenge in practice. For this reason, it is important that students in higher education become familiar with good practices in Agile…

Software Engineering · Computer Science 2026-03-16 Eva-Maria Schön , Michael Neumann , Tiago Silva da Silva