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Over the last year, the ascent of Generative AI (GenAI) has raised concerns about its impact on core skill development, such as problem-solving and algorithmic thinking, in Computer Science students. Preliminary anonymous surveys show that…

Computers and Society · Computer Science 2024-09-23 Ethan Dickey , Andres Bejarano , Chirayu Garg

As AI becomes part of everyday learning, many courses teach students to use it mainly as a productivity tool: how to prompt, search, summarize, write, code, and use tools more efficiently. We argue that AI education also needs a setting in…

Artificial Intelligence · Computer Science 2026-05-22 Haiyang Shen , Jiuzheng Wang , Taian Guo , Mugeng Liu , Wenchun Jing , Chongyang Pan , Siqi Zhong , Zhiyang Chen , Weichen Bi , Yudong Han , Xiaoying Bai , Yun Ma

How much have students' ordinary learning processes shifted in response to generative AI, and how does that affect their durable learning outcomes? Self-report surveys show little change, while small-scale behavioral studies report…

Computers and Society · Computer Science 2026-05-22 Sina Rismanchian , Hasan Uzun , Jeffrey Matayoshi , Eric Cosyn , Eyad Kurd-Misto

Large language models make it easy for students to delegate writing, analysis, and problem-solving to automated systems, bypassing the effortful engagement that produces lasting understanding. We introduce a practical framework that helps…

Software Engineering · Computer Science 2026-05-26 Philipp Haindl , Oliver Eigner , Peter Kieseberg

Generative AI systems such as ChatGPT challenge traditional assumptions about academic assessment by enabling students to generate explanations, code, and solutions in real time. Rather than attempting to restrict AI use, this study…

Computers and Society · Computer Science 2026-05-13 Qusay H. Mahmoud

The increasing integration of AI tools in education has led prior research to explore their impact on learning processes. Nevertheless, most existing studies focus on higher education and conventional instructional contexts, leaving open…

Human-Computer Interaction · Computer Science 2025-12-25 Gaia Ebli , Bianca Raimondi , Maurizio Gabbrielli

As generative AI tools become integrated into design workflows, students increasingly engage with these tools not just as aids, but as collaborators. This study analyzes reflections from 33 student teams in an HCI design course to examine…

Human-Computer Interaction · Computer Science 2025-05-15 Suchismita Naik , Prakash Shukla , Ike Obi , Jessica Backus , Nancy Rasche , Paul Parsons

This paper presents a critical analysis of generative Artificial Intelligence (AI) detection tools in higher education assessments. The rapid advancement and widespread adoption of generative AI, particularly in education, necessitates a…

Computers and Society · Computer Science 2024-01-02 Cesare G. Ardito

In this position paper, we advocate for the idea that courses and exams in the AI era have to be designed based on two factors: (1) the strengths and limitations of AI, and (2) the pedagogical educational objectives. Based on insights from…

Computers and Society · Computer Science 2023-08-07 Ahmad Samer Wazan , Imran Taj , Abdulhadi Shoufan , Romain Laborde , Rémi Venant

The integration of Artificial Intelligence (AI) in education requires scalable and efficient frameworks that balance performance, adaptability, and cost. This paper addresses these needs by proposing a shared backbone model architecture…

Computation and Language · Computer Science 2025-06-24 Ehsan Latif , Xiaoming Zhai

Generative AI systems such as ChatGPT have a disruptive effect on learning and assessment. Computer science requires practice to develop skills in problem solving and programming that are traditionally developed using assignments.…

Computers and Society · Computer Science 2023-11-29 Kevin Wang , Seth Akins , Abdallah Mohammed , Ramon Lawrence

Artificial Intelligence Impact Assessments ("AIIAs"), a family of tools that provide structured processes to imagine the possible impacts of a proposed AI system, have become an increasingly popular proposal to govern AI systems. Recent…

Computers and Society · Computer Science 2023-11-21 Nari Johnson , Hoda Heidari

AI-augmented classrooms generate rich teacher and student feedback before graded outcomes become available, yet these signals can be difficult to translate into timely instructional decisions. We propose an interpretable decision layer: a…

Artificial Intelligence · Computer Science 2026-05-29 Junsoo Park , Youssef Medhat , Htet Phyo Wai , Ploy Thajchayapong , Ashok K. Goel

This study examines the role of AI-assisted pretesting in enhancing learning outcomes, particularly when integrated with generative AI tools like ChatGPT. Pretesting, a learning strategy in which students attempt to answer questions or…

Human-Computer Interaction · Computer Science 2025-04-15 Mahir Akgun , Sacip Toker

AI tools, particularly large language modules, have recently proven their effectiveness within learning management systems and online education programmes. As feedback continues to play a crucial role in learning and assessment in schools,…

Human-Computer Interaction · Computer Science 2024-10-17 Ievgeniia Kuzminykh , Tareita Nawaz , Shihao Shenzhang , Bogdan Ghita , Jeffery Raphael , Hannan Xiao

Existing reasoning evaluation paradigms suffer from different limitations: fixed benchmarks are increasingly saturated and vulnerable to contamination, while preference-based evaluations rely on subjective judgments. We argue that a core…

Artificial Intelligence · Computer Science 2026-05-19 Baoqing Yue , Zihan Zhu , Yutong Han , Brian Fan , Qian Sun , Jichen Feng , Hufei Yang , Yifan Zhang , Mengdi Wang

While recent research has explored AI tools' ability to classify the quality of mathematical tasks (arXiv:2603.03512), little is known about their capacity to increase the quality of existing tasks. This study investigated whether AI tools…

Artificial Intelligence · Computer Science 2026-04-15 Danielle S. Fox , Brenda L. Robles , Elizabeth DiPietro Brovey , Christian D. Schunn

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

Computers and Society · Computer Science 2025-10-28 Hugo Roger Paz

Evaluation of reasoning language models gained importance after it was observed that they can combine their existing capabilities into novel traces of intermediate steps before task completion and that the traces can sometimes help them to…

Machine Learning · Computer Science 2025-08-15 Petr Spelda , Vit Stritecky

The rising use of educational tools controlled by artificial intelligence (AI) has provoked a debate about their proficiency. While intrinsic proficiency, especially in tasks such as grading, has been measured and studied extensively,…

Physics and Society · Physics 2025-06-25 Yutong Bu , Andrew Melatos , Robin Evans