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The applications of Artificial Intelligence (AI) methods especially machine learning techniques have increased in recent years. Classification algorithms have been successfully applied to different problems such as requirement…

Software Engineering · Computer Science 2023-02-13 Behnaz Jamasb , Reza Akbari , Seyed Raouf Khayami

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…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Instructors have limited time and resources to help struggling students, and these resources should be directed to the students who most need them. To address this, researchers have constructed models that can predict students' final course…

Machine Learning · Computer Science 2021-02-12 Ge Gao , Samiha Marwan , Thomas W. Price

Explainable Artificial Intelligence (XAI) is essential for building advanced machine learning-powered applications, especially in critical domains such as medical diagnostics or autonomous driving. Legal, business, and ethical requirements…

Human-Computer Interaction · Computer Science 2024-10-17 Tobias Labarta , Elizaveta Kulicheva , Ronja Froelian , Christian Geißler , Xenia Melman , Julian von Klitzing

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

Developing interactive software, such as websites or games, is a particularly engaging way to learn computer science. However, teaching and giving feedback on such software is time-consuming -- standard approaches require instructors to…

Machine Learning · Computer Science 2022-11-17 Evan Zheran Liu , Moritz Stephan , Allen Nie , Chris Piech , Emma Brunskill , Chelsea Finn

Academic performance is perceived as a product of complex interactions between students' overall experience, personal characteristics and upbringing. Data science techniques, most commonly involving regression analysis and related…

Computers and Society · Computer Science 2021-01-19 Anahit Sargsyan , Areg Karapetyan , Wei Lee Woon , Aamena Alshamsi

This study investigates students' perceptions of Artificial Intelligence (AI) grading systems in an undergraduate computer science course (n = 27), focusing on a block-based programming final project. Guided by the ethical principles…

Artificial Intelligence · Computer Science 2026-02-24 Bahare Riahi , Viktoriia Storozhevykh , Veronica Catete

Consider learning a decision support assistant to serve as an intermediary between (oracle) expert behavior and (imperfect) human behavior: At each time, the algorithm observes an action chosen by a fallible agent, and decides whether to…

Machine Learning · Statistics 2023-10-31 Daniel Jarrett , Alihan Hüyük , Mihaela van der Schaar

The lack of explainability of a decision from an Artificial Intelligence (AI) based "black box" system/model, despite its superiority in many real-world applications, is a key stumbling block for adopting AI in many high stakes applications…

Artificial Intelligence · Computer Science 2021-01-26 Sheikh Rabiul Islam , William Eberle , Sheikh Khaled Ghafoor , Mohiuddin Ahmed

Todays, Intelligent and web-based E-Learning is one of the important area in E-Learning. This paper integrates an intelligent and web-based E-Learning with expert system technology to be able to model the learning styles of the learners…

Computers and Society · Computer Science 2013-04-16 Hossein Movafegh Ghadirli , Maryam Rastgarpour

The use of automatic grading tools has become nearly ubiquitous in large undergraduate programming courses, and recent work has focused on improving the quality of automatically generated feedback. However, there is a relative lack of data…

Human-Computer Interaction · Computer Science 2020-11-24 Abe Leite , Saúl A. Blanco

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

To increase efficacy in traditional classroom courses as well as in Massive Open Online Courses (MOOCs), automated systems supporting the instructor are needed. One important problem is to automatically detect students that are going to do…

Machine Learning · Computer Science 2016-03-21 Yannick Meier , Jie Xu , Onur Atan , Mihaela van der Schaar

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…

Human-Computer Interaction · Computer Science 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

As the demand for programming skills grows across industries and academia, students often turn to Programming Online Judge (POJ) platforms for coding practice and competition. The difficulty level of each programming problem serves as an…

Software Engineering · Computer Science 2024-06-14 Zhiyuan Wang , Wei Zhang , Jun Wang

Explainable Artificial Intelligence (XAI) has re-emerged in response to the development of modern AI and ML systems. These systems are complex and sometimes biased, but they nevertheless make decisions that impact our lives. XAI systems are…

Artificial Intelligence · Computer Science 2021-02-10 Shane T. Mueller , Elizabeth S. Veinott , Robert R. Hoffman , Gary Klein , Lamia Alam , Tauseef Mamun , William J. Clancey

This paper presents an approach of using methods of process mining and rule-based artificial intelligence to analyze and understand study paths of students based on campus management system data and study program models. Process mining…

Data mining is known to have a potential for predicting user performance. However, there are few studies that explore its potential for predicting student behavior in a procedural training environment. This paper presents a collective…

Human-Computer Interaction · Computer Science 2025-12-24 Diego Riofrío-Luzcando , Jaime Ramírez , Marta Berrocal-Lobo

AI-powered educational technologies have demonstrated measurable benefits for learners, but their design and evaluation have largely centered on K-12 contexts. As a result, many AI-supported learning systems remain poorly aligned with the…