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Deep learning (DL) techniques have gained significant popularity among software engineering (SE) researchers in recent years. This is because they can often solve many SE challenges without enormous manual feature engineering effort and…

Software Engineering · Computer Science 2024-12-10 Chao Liu , Cuiyun Gao , Xin Xia , David Lo , John Grundy , Xiaohu Yang

Background: Cheating in university education is commonly described as context dependent and influenced by assessment design, institutional norms, and student interpretation. In software engineering education, programming oriented coursework…

Computers and Society · Computer Science 2026-03-20 Ronnie de Souza Santos , Italo Santos , Mariana Bento , Giuseppe Destefanis , Cleyton Magalhães , Mairieli Wessel

Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Large Language Models (LLMs) have become instrumental in advancing software engineering (SE) tasks, showcasing their efficacy in code understanding and beyond. Like traditional SE tools, open-source collaboration is key in realising the…

Software Engineering · Computer Science 2024-04-10 Zhihao Lin , Wei Ma , Tao Lin , Yaowen Zheng , Jingquan Ge , Jun Wang , Jacques Klein , Tegawende Bissyande , Yang Liu , Li Li

Nowadays, real-world applications often face streaming data, which requires the learning system to absorb new knowledge as data evolves. Continual Learning (CL) aims to achieve this goal and meanwhile overcome the catastrophic forgetting of…

Machine Learning · Computer Science 2024-04-24 Da-Wei Zhou , Hai-Long Sun , Jingyi Ning , Han-Jia Ye , De-Chuan Zhan

Continual learning (CL) is the sub-field of machine learning concerned with accumulating knowledge in dynamic environments. So far, CL research has mainly focused on incremental classification tasks, where models learn to classify new…

The rapid advancement of large language models (LLMs) is fundamentally reshaping software engineering (SE), driving a paradigm shift in both academic research and industrial practice. While top-tier SE venues continue to show sustained or…

Software Engineering · Computer Science 2025-12-18 Hang Yu , Yuzhou Lai , Li Zhang , Xiaoli Lian , Fang Liu , Yanrui Dong , Ting Zhang , Zhi Jin , David Lo

The article describes the advisable ways of the cloud-based systems use to support students collaboration in the process of math disciplines learning. The SageMathCloud-based component that aggregates electronic resources for several math…

Computers and Society · Computer Science 2018-07-04 Maiia Popel , Svitlana Shokalyuk , Mariya Shyshkina

According to different reports, many recent software engineering graduates often face difficulties when beginning their professional careers, due to misalignment of the skills learnt in their university education with what is needed in…

Software Engineering · Computer Science 2018-12-06 Vahid Garousi , Görkem Giray , Eray Tüzün , Cagatay Catal , Michael Felderer

Software Engineering (SE) research involving the use of Large Language Models (LLMs) has introduced several new challenges related to rigour in benchmarking, contamination, replicability, and sustainability. In this paper, we invite the…

Software Engineering · Computer Science 2026-01-21 David Williams , Max Hort , Maria Kechagia , Aldeida Aleti , Justyna Petke , Federica Sarro

Learning continuously during all model lifetime is fundamental to deploy machine learning solutions robust to drifts in the data distribution. Advances in Continual Learning (CL) with recurrent neural networks could pave the way to a large…

Machine Learning · Computer Science 2021-08-03 Andrea Cossu , Antonio Carta , Vincenzo Lomonaco , Davide Bacciu

Computational Thinking (CT) has emerged as a critical component in modern education, essential to equip students with the skills necessary to thrive in a technology-driven world. This survey provides a comprehensive analysis of the presence…

Computers and Society · Computer Science 2025-10-21 Roberto Massi De Oliveira , M^onica Cristina Garbin , Rodolfo Azevedo

Semantic technologies are evolving and being applied in several research areas, including the education domain. This paper presents the outcomes of a systematic review carried out to provide an overview of the application of semantic…

Computers and Society · Computer Science 2022-08-26 Yixin Cheng , Bernardo Pereira Nunes

Large Language Models (LLMs) represent a leap in artificial intelligence, excelling in tasks using human language(s). Although the main focus of general-purpose LLMs is not code generation, they have shown promising results in the domain.…

Software Engineering · Computer Science 2024-01-30 Sanka Rasnayaka , Guanlin Wang , Ridwan Shariffdeen , Ganesh Neelakanta Iyer

Collaboration within mathematics has been established as being effective in providing students with crucial opportunities to develop critical thinking, effective communication, and teamwork skills. By engaging in group problem-solving and…

History and Overview · Mathematics 2025-08-19 Sang Hyun Kim , Tanya Evans

Context: Corporate training plays a strategic role in the continuous development of professionals in the software engineering industry. However, there is a lack of systematized understanding of how training initiatives are designed,…

Software Engineering · Computer Science 2025-06-17 Breno Alves de Andrade , Rodrigo Siqueira , Lidiane Gomes , Antonio Oliveira , Danilo Monteiro Ribeiro

Context: Tertiary studies in software engineering (TS@SE) are widely used to synthesise evidence on a research topic systematically. As part of their protocol, TS@SE define inclusion and exclusion criteria (IC/EC) aimed at selecting those…

Software Engineering · Computer Science 2021-10-20 Dolors Costal , Carles Farré , Xavier Franch , Carme Quer

Online Continual Learning (CL) solves the problem of learning the ever-emerging new classification tasks from a continuous data stream. Unlike its offline counterpart, in online CL, the training data can only be seen once. Most existing…

Machine Learning · Computer Science 2024-04-02 Maorong Wang , Nicolas Michel , Ling Xiao , Toshihiko Yamasaki

Understanding students' emerging roles in computer-supported collaborative learning (CSCL) is critical for promoting regulated learning processes and supporting learning at both individual and group levels. However, it has been challenging…

Social and Information Networks · Computer Science 2025-02-27 Shihui Feng , David Gibson , Dragan Gasevic

Applications of Large Language Models (LLMs) are rapidly growing in industry and academia for various software engineering (SE) tasks. As these models become more integral to critical processes, ensuring their reliability and…

Software Engineering · Computer Science 2025-10-07 Dipin Khati , Yijin Liu , David N. Palacio , Yixuan Zhang , Denys Poshyvanyk