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Using Large Language Models (LLMs) to address critical societal problems requires adopting this novel technology into socio-technical systems. However, the complexity of such systems and the nature of LLMs challenge such a vision. It is…

Artificial Intelligence · Computer Science 2024-11-15 Christian Cabrera , Viviana Bastidas , Jennifer Schooling , Neil D. Lawrence

The purpose of this paper is to examine the opportunities and barriers of Integrated Human-Machine Intelligence (IHMI) in civil engineering. Integrating artificial intelligence's high efficiency and repeatability with humans' adaptability…

Artificial Intelligence · Computer Science 2021-07-29 Cheng Zhang , Jinwoo Kim , JungHo Jeon , Jinding Xing , Changbum Ahn , Pingbo Tang , Hubo Cai

Knowledge engineering is the process of creating and maintaining knowledge-producing systems. Throughout the history of computer science and AI, knowledge engineering workflows have been widely used because high-quality knowledge is assumed…

Software Engineering · Computer Science 2023-06-28 Bradley P. Allen , Filip Ilievski , Saurav Joshi

Modern engineering design platforms excel at discipline-specific tasks such as CAD, CAM, and CAE, but often lack native systems engineering frameworks. This creates a disconnect where system-level requirements and architectures are managed…

Software Engineering · Computer Science 2026-03-05 H. Sinan Bank , Daniel R. Herber

In this paper, we argue that the future of Artificial Intelligence research resides in two keywords: integration and embodiment. We support this claim by analyzing the recent advances of the field. Regarding integration, we note that the…

Artificial Intelligence · Computer Science 2017-09-19 Clément Moulin-Frier , Jordi-Ysard Puigbò , Xerxes D. Arsiwalla , Martì Sanchez-Fibla , Paul F. M. J. Verschure

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

Artificial Intelligence · Computer Science 2021-02-23 Sebastian Graef , Ilche Georgievski

Artificial intelligence is transforming our lives, and technological progress and transfer from the academic and theoretical sphere to the real world are accelerating yearly. But during that progress and transition, several open problems…

Artificial Intelligence · Computer Science 2024-10-28 Vid Kersic , Muhamed Turkanovic

Artificial Intelligence/Machine Learning techniques have been widely used in software engineering to improve developer productivity, the quality of software systems, and decision-making. However, such AI/ML models for software engineering…

Software Engineering · Computer Science 2020-12-04 Chakkrit Tantithamthavorn , Jirayus Jiarpakdee , John Grundy

Modern software-based systems operate under rapidly changing conditions and face ever-increasing uncertainty. In response, systems are increasingly adaptive and reliant on artificial-intelligence methods. In addition to the ubiquity of…

Software Engineering · Computer Science 2024-08-27 Nelly Bencomo , Jordi Cabot , Marsha Chechik , Betty H. C. Cheng , Benoit Combemale , Andrzej Wąsowski , Steffen Zschaler

Automation engineering is the task of integrating, via software, various sensors, actuators, and controls for automating a real-world process. Today, automation engineering is supported by a suite of software tools including integrated…

Software Engineering · Computer Science 2020-07-08 Arquimedes Canedo , Palash Goyal , Di Huang , Amit Pandey , Gustavo Quiros

Digital Engineering, the digital transformation of engineering to leverage digital technologies, is coming globally. This paper explores digital systems engineering, which aims at developing theory, methods, models, and tools to support the…

In the rapidly advancing field of multi-modal machine learning (MMML), the convergence of multiple data modalities has the potential to reshape various applications. This paper presents a comprehensive overview of the current state,…

Machine Learning · Computer Science 2023-07-31 Binyang Song , Rui Zhou , Faez Ahmed

Context: Advancements in machine learning (ML) lead to a shift from the traditional view of software development, where algorithms are hard-coded by humans, to ML systems materialized through learning from data. Therefore, we need to…

Software Engineering · Computer Science 2021-06-16 Görkem Giray

Generative AI and agentic tools are reshaping agile software development, yet many engineering curricula still teach agile methods and AI competencies separately and largely lecture-based. This paper presents a project-based AI Engineering…

Software Engineering · Computer Science 2026-03-11 Andreas Rausch , Stefan Wittek , Tobias Geger , David Inkermann

Artificial Intelligence (AI), especially cloud platforms and large language models (LLMs), is changing how engineering is taught by making learning more interactive and flexible. However, in electrical engineering and energy systems,…

Systems and Control · Electrical Eng. & Systems 2026-04-29 Osasumwen Cedric Ogiesoba-Eguakun , Phani Kumar Inkollu , Rupesh Sah , Zia Rashid , Douglas Jussaume , Suman Rath

Artificial intelligence (AI) in its various forms finds more and more its way into complex distributed systems. For instance, it is used locally, as part of a sensor system, on the edge for low-latency high-performance inference, or in the…

Software Engineering · Computer Science 2022-12-29 Hans-Martin Heyn , Eric Knauss , Patrizio Pelliccione

Software engineering (SE) is a dynamic field that involves multiple phases all of which are necessary to develop sustainable software systems. Machine learning (ML), a branch of artificial intelligence (AI), has drawn a lot of attention in…

Software Engineering · Computer Science 2024-06-21 Nyaga Fred , I. O. Temkin

Biological engineering, the convergence between engineering and biology, is at the forefront of significant advances in healthcare, agriculture, and environmental sustainability, making it highly relevant to current scientific and societal…

Other Quantitative Biology · Quantitative Biology 2026-02-17 Ulrike A. Nuber , Viktor Stein

As Artificial Intelligence (AI) techniques have become more powerful and easier to use they are increasingly deployed as key components of modern software systems. While this enables new functionality and often allows better adaptation to…

Software Engineering · Computer Science 2018-02-08 Robert Feldt , Francisco G. de Oliveira Neto , Richard Torkar

The advent of advanced AI underscores the urgent need for comprehensive safety evaluations, necessitating collaboration across communities (i.e., AI, software engineering, and governance). However, divergent practices and terminologies…

Software Engineering · Computer Science 2024-05-17 Boming Xia , Qinghua Lu , Liming Zhu , Zhenchang Xing