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Background: Due to their diversity, complexity, and above all importance, safety-critical and dependable systems must be developed with special diligence. Criticality increases as these systems likely contain artificial intelligence (AI)…

Software Engineering · Computer Science 2025-06-03 Amra Ramic , Stefan Kugele

Critical to successful human interaction is a capacity for empathy - the ability to understand and share the thoughts and feelings of another. As Artificial Intelligence (AI) systems are increasingly required to interact with humans in a…

Artificial Intelligence · Computer Science 2019-06-18 Maayan Shvo , Sheila A. McIlraith

The rapid evolution and inherent complexity of modern software requirements demand highly flexible and responsive development methodologies. While Agile frameworks have become the industry standard for prioritizing iteration, collaboration,…

Software Engineering · Computer Science 2026-03-12 Carlos Alberto Fernández-y-Fernández , Jorge R. Aguilar-Cisneros

This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development…

Software Engineering · Computer Science 2019-09-02 Hrvoje Belani , Marin Vuković , Željka Car

In order to engender trust in AI, humans must understand what an AI system is trying to achieve, and why. To overcome this problem, the underlying AI process must produce justifications and explanations that are both transparent and…

Artificial Intelligence · Computer Science 2018-10-16 Rita Borgo , Michael Cashmore , Daniele Magazzeni

AI for software engineering has made remarkable progress recently, becoming a notable success within generative AI. Despite this, there are still many challenges that need to be addressed before automated software engineering reaches its…

Software Engineering · Computer Science 2025-03-31 Alex Gu , Naman Jain , Wen-Ding Li , Manish Shetty , Yijia Shao , Ziyang Li , Diyi Yang , Kevin Ellis , Koushik Sen , Armando Solar-Lezama

Manufacturing companies face challenges when it comes to quickly adapting their production control to fluctuating demands or changing requirements. Control approaches that encapsulate production functions as services have shown to be…

Artificial Intelligence · Computer Science 2022-07-26 Aljosha Köcher , Rene Heesch , Niklas Widulle , Anna Nordhausen , Julian Putzke , Alexander Windmann , Oliver Niggemann

Explainable AI is an important area of research within which Explainable Planning is an emerging topic. In this paper, we argue that Explainable Planning can be designed as a service -- that is, as a wrapper around an existing planning…

Artificial Intelligence · Computer Science 2019-08-15 Michael Cashmore , Anna Collins , Benjamin Krarup , Senka Krivic , Daniele Magazzeni , David Smith

Planning is central to agents and agentic AI. The ability to plan, e.g., creating travel itineraries within a budget, holds immense potential in both scientific and commercial contexts. Moreover, optimal plans tend to require fewer…

Artificial Intelligence · Computer Science 2025-04-22 Haoming Li , Zhaoliang Chen , Jonathan Zhang , Fei Liu

AI has proven highly successful at urban planning analysis -- learning patterns from data to predict future conditions. The next frontier is AI-assisted decision-making: agents that recommend sites, allocate resources, and evaluate…

Artificial Intelligence · Computer Science 2025-11-10 Sijie Yang , Jiatong Li , Filip Biljecki

AI-based systems leverage recent advances in the field of AI/ML by combining traditional software systems with AI components. Applications are increasingly being developed in this way. Software engineers can usually rely on a plethora of…

Software Engineering · Computer Science 2024-07-29 Simon Schneider , Ananya Saha , Emanuele Mezzi , Katja Tuma , Riccardo Scandariato

Planning is a fundamental task in artificial intelligence that involves finding a sequence of actions that achieve a specified goal in a given environment. Large language models (LLMs) are increasingly used for applications that require…

Computation and Language · Computer Science 2024-05-24 Eran Hirsch , Guy Uziel , Ateret Anaby-Tavor

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

The integration of Artificial Intelligence (AI) into weapon systems is one of the most consequential tactical and strategic decisions in the history of warfare. Current AI development is a remarkable combination of accelerating capability,…

Artificial Intelligence · Computer Science 2019-05-13 Philip Feldman , Aaron Dant , Aaron Massey

AI technology has a long history which is actively and constantly changing and growing. It focuses on intelligent agents, which contain devices that perceive the environment and based on which takes actions in order to maximize goal success…

Artificial Intelligence · Computer Science 2018-04-05 Jahanzaib Shabbir , Tarique Anwer

Although AI is transforming the world, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and frameworks for responsible AI have been issued recently. However, they…

Software Engineering · Computer Science 2022-03-17 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , Zhenchang Xing

Artificial Intelligence (AI) refers to the intelligence demonstrated by machines, and within the realm of AI, Machine Learning (ML) stands as a notable subset. ML employs algorithms that undergo training on data sets, enabling them to carry…

Software Engineering · Computer Science 2023-07-31 Talia Crawford , Scott Duong , Richard Fueston , Ayorinde Lawani , Samuel Owoade , Abel Uzoka , Reza M. Parizi , Abbas Yazdinejad

The rapid advancement of Generative AI has catalyzed the emergence of autonomous AI agents, presenting unprecedented challenges for enterprise computing infrastructures. Current enterprise API architectures are predominantly designed for…

Software Engineering · Computer Science 2025-02-26 Vaibhav Tupe , Shrinath Thube

Artificial Intelligence (AI) has the opportunity to revolutionize the way the United States Department of Defense (DoD) and Intelligence Community (IC) address the challenges of evolving threats, data deluge, and rapid courses of action.…

Artificial Intelligence · Computer Science 2019-05-10 Vijay Gadepally , Justin Goodwin , Jeremy Kepner , Albert Reuther , Hayley Reynolds , Siddharth Samsi , Jonathan Su , David Martinez

Agentic AI systems - systems that can pursue goals through multi-step planning and tool-mediated action with limited direct supervision - are moving from experimental prototypes to enterprise deployments. This transition introduces tensions…

Computers and Society · Computer Science 2026-05-21 Nelly Dux , Cristina Alaimo , Philippe Roussiere , Abhishek Kumar Mishra