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As Artificial Intelligence (AI) increasingly impacts professional practice, there is a growing need to AI-related competencies into higher education curricula. However, research on the implementation of AI education within study programs…

Computers and Society · Computer Science 2025-08-22 Johannes Schleiss , Anke Manukjan , Michelle Ines Bieber , Sebastian Lang , Sebastian Stober

Artificial Intelligence is rapidly transforming materials science and engineering, offering powerful tools to navigate complexity, accelerate discovery, and optimize material design in ways previously unattainable. Driven by the…

Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

Surprisingly promising results have been achieved by deep learning (DL) systems in recent years. Many of these achievements have been reached in academic settings, or by large technology companies with highly skilled research groups and…

Software Engineering · Computer Science 2018-10-30 Anders Arpteg , Björn Brinne , Luka Crnkovic-Friis , Jan Bosch

The field of engineering is shaped by the tools and methods used to solve problems. Optimization is one such class of powerful, robust, and effective engineering tools proven over decades of use. Within just a few years, generative…

Computational Engineering, Finance, and Science · Computer Science 2025-12-02 Lyle Regenwetter , Cyril Picard , Amin Heyrani Nobari , Akash Srivastava , Faez Ahmed

Over the last ten years, the realm of Artificial Intelligence (AI) has experienced an explosion of revolutionary breakthroughs, transforming what seemed like a far-off dream into a reality that is now deeply embedded in our everyday lives.…

Software Engineering · Computer Science 2024-06-17 Antonio Mastropaolo , Camilo Escobar-Velásquez , Mario Linares-Vásquez

Artificial intelligence (AI) technologies have dramatically advanced in recent years, resulting in revolutionary changes in people's lives. Empowered by edge computing, AI workloads are migrating from centralized cloud architectures to…

Hardware Architecture · Computer Science 2021-03-31 Cong Hao , Jordan Dotzel , Jinjun Xiong , Luca Benini , Zhiru Zhang , Deming Chen

Over the last decade, the long-running endeavour to automate high-level processes in machine learning (ML) has risen to mainstream prominence, stimulated by advances in optimisation techniques and their impact on selecting ML…

Machine Learning · Computer Science 2022-03-30 David Jacob Kedziora , Katarzyna Musial , Bogdan Gabrys

The rapid advancement of large language models (LLMs) has redefined artificial intelligence (AI), pushing the boundaries of AI research and enabling unbounded possibilities for both academia and the industry. However, LLM development faces…

Software Engineering · Computer Science 2025-07-01 Hongzhou Rao , Yanjie Zhao , Xinyi Hou , Shenao Wang , Haoyu Wang

Artificial intelligence (AI) permeates all fields of life, which resulted in new challenges in requirements engineering for artificial intelligence (RE4AI), e.g., the difficulty in specifying and validating requirements for AI or…

Software Engineering · Computer Science 2024-09-12 Umm-e- Habiba , Markus Haug , Justus Bogner , Stefan Wagner

Recent advancements in industrial artificial intelligence (AI) are reshaping the industry by driving smarter manufacturing, predictive maintenance, and intelligent decision-making. However, existing approaches often focus primarily on…

Machine Learning · Computer Science 2025-08-08 Jay Lee , Hanqi Su

As Artificial Intelligence (AI) technologies continue to evolve, the gap between academic AI education and real-world industry challenges remains an important area of investigation. This study provides preliminary insights into challenges…

Computers and Society · Computer Science 2025-05-07 Mahir Akgun , Hadi Hosseini

Building up competencies in working with data and tools of Artificial Intelligence (AI) is becoming more relevant across disciplinary engineering fields. While the adoption of tools for teaching and learning, such as ChatGPT, is garnering…

Computers and Society · Computer Science 2025-07-15 Johannes Schleiss , Aditya Johri , Sebastian Stober

The role of artificial intelligence (AI) in material science and engineering (MSE) is becoming increasingly important as AI technology advances. The development of high-performance computing has made it possible to test deep learning (DL)…

Machine Learning · Computer Science 2023-04-28 Lipichanda Goswami , Manoj Deka , Mohendra Roy

[Context] Artificial intelligence (AI) components used in building software solutions have substantially increased in recent years. However, many of these solutions focus on technical aspects and ignore critical human-centered aspects.…

Software Engineering · Computer Science 2023-05-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Arbind Agrahari Baniya , Muneera Bano , John Grundy

Heterogeneous hardware and dynamic workloads worsen long-standing OS bottlenecks in scalability, adaptability, and manageability. At the same time, advances in machine learning (ML), large language models (LLMs), and agent-based methods…

Operating Systems · Computer Science 2025-11-12 Yifan Zhang , Xinkui Zhao , Ziying Li , Guanjie Cheng , Jianwei Yin , Lufei Zhang , Zuoning Chen

A paradigm shift is underway in Software Engineering, with AI systems such as LLMs playing an increasingly important role in boosting software development productivity. This trend is anticipated to persist. In the next years, we expect a…

Software Engineering · Computer Science 2026-03-27 Valerio Terragni , Annie Vella , Partha Roop , Kelly Blincoe

The advent of Artificial intelligence has promising advantages that can be utilized to transform the landscape of software project development. The Software process framework consists of activities that constantly require routine human…

Software Engineering · Computer Science 2024-09-02 Mariyam Mahboob , Mohammed Rayyan Uddin Ahmed , Zoiba Zia , Mariam Shakeel Ali , Ayman Khaleel Ahmed

The focus of AI development has shifted from academic research to practical applications. However, AI development faces numerous challenges at various levels. This article will attempt to analyze the opportunities and challenges of AI from…

Artificial Intelligence · Computer Science 2026-01-06 Bor-Sung Liang