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With the rapid growth of the applications of machine learning (ML) and other artificial intelligence (AI) techniques, adequate testing has become a necessity to ensure their quality. This paper identifies the characteristics of AI…

Software Engineering · Computer Science 2019-12-12 Hong Zhu , Dongmei Liu , Ian Bayley , Rachel Harrison , Fabio Cuzzolin

The idea of Artificial Intelligence (AI) has a long history. It turned out, however, that reaching intelligence at human levels is more complicated than originally anticipated. Currently we are experiencing a renewed interest in AI, fueled…

Computers and Society · Computer Science 2019-06-27 Michael van Hartskamp , Sergio Consoli , Wim Verhaegh , Milan Petković , Anja van de Stolpe

In the past decade, Artificial Intelligence (AI) has become a part of our daily lives due to major advances in Machine Learning (ML) techniques. In spite of an explosive growth in the raw AI technology and in consumer facing applications on…

Software Engineering · Computer Science 2020-06-18 P. Santhanam

The discussions around Artificial Intelligence (AI) and medical imaging are centered around the success of deep learning algorithms. As new algorithms enter the market, it is important for practicing radiologists to understand the pitfalls…

Image and Video Processing · Electrical Eng. & Systems 2022-11-28 Rishi Gadepally , Andrew Gomella , Eric Gingold , Paras Lakhani

The rise of AI agents is transforming how software can be built. The promise of agents is that developers might write code quicker, delegate multiple tasks to different agents, and even write a full piece of software purely out of natural…

Software Engineering · Computer Science 2025-12-17 Ruanqianqian Huang , Avery Reyna , Sorin Lerner , Haijun Xia , Brian Hempel

Formal software testing education is important for building efficient QA professionals. Various aspects of quality assurance approaches are usually covered in courses for training software testing students. Automated Test Tools is one of…

Software Engineering · Computer Science 2024-06-03 Susmita Haldar , Mary Pierce , Luiz Fernando Capretz

The emergence of artificial intelligence (AI) and its progressively wider impact on many sectors across the society requires an assessment of its effect on sustainable development. Here we analyze published evidence of positive or negative…

With the increasing presence of autonomous SAE level 3 and level 4, which incorporate artificial intelligence software, along with the complex technical challenges they present, it is essential to maintain a high level of functional safety…

Software Engineering · Computer Science 2024-12-13 Vikas Vyas , Zheyuan Xu

Artificial intelligence (AI) has been transforming the practice of drug discovery in the past decade. Various AI techniques have been used in a wide range of applications, such as virtual screening and drug design. In this survey, we first…

Machine Learning · Computer Science 2021-11-03 Jianyuan Deng , Zhibo Yang , Iwao Ojima , Dimitris Samaras , Fusheng Wang

A race is underway to embed advanced AI capabilities into products. These product copilots enable users to ask questions in natural language and receive relevant responses that are specific to the user's context. In fact, virtually every…

Software Engineering · Computer Science 2023-12-25 Chris Parnin , Gustavo Soares , Rahul Pandita , Sumit Gulwani , Jessica Rich , Austin Z. Henley

The proliferation of Artificial Intelligence (AI) in workplaces stands to change the way humans work, with job satisfaction intrinsically linked to work life. Existing research on human-AI collaboration tends to prioritize performance over…

Artificial Intelligence · Computer Science 2024-06-24 Kuntal Ghosh , Shadan Sadeghian

The continuous development of artificial intelligence (AI) theory has propelled this field to unprecedented heights, owing to the relentless efforts of scholars and researchers. In the medical realm, AI takes a pivotal role, leveraging…

Machine Learning · Computer Science 2024-12-04 Qiyang Sun , Alican Akman , Björn W. Schuller

To gain a sense of the development of Artificial Intelligence (AI), this research analyzes what has been done in the past, presently in the last decade and what is predicted for the next several decades. The paper will highlight the biggest…

Computers and Society · Computer Science 2022-04-05 Richard Fulton , Diane Fulton , Susan Kaplan

Artificial intelligence (AI) has emerged as a ubiquitous concept in numerous domains, including the legal system. AI has the potential to revolutionize the functioning of the judiciary and the dispensation of justice. Incorporating AI into…

Machine Learning · Computer Science 2025-04-29 Angel Mary John , Aiswarya M. U. , Jerrin Thomas Panachakel

AI-based systems possess distinctive characteristics and introduce challenges in quality evaluation at the same time. Consequently, ensuring and validating AI software quality is of critical importance. In this paper, we present an…

Software Engineering · Computer Science 2024-10-07 Jing Shu , Bing-Jiun Miu , Eugene Chang , Jerry Gao , Jun Liu

Vehicle API testing verifies whether the interactions between a vehicle's internal systems and external applications meet expectations, ensuring that users can access and control various vehicle functions and data. However, this task is…

Software Engineering · Computer Science 2025-02-07 Shuai Wang , Yinan Yu , Robert Feldt , Dhasarathy Parthasarathy

Cloud computing is the next stage of the internet evolution. It relies on sharing of resources to achieve coherence on a network. It is emerged as new computing standard that impacts several different research fields, including software…

Software Engineering · Computer Science 2014-02-11 Priyadharshini. V , Malathi. A

AI solutions seem to appear in any and all application domains. As AI becomes more pervasive, the importance of quality assurance increases. Unfortunately, there is no consensus on what artificial intelligence means and interpretations…

Software Engineering · Computer Science 2020-09-14 Markus Borg

Integrated Development Environments (IDEs) have become central to modern software development, especially with the integration of Artificial Intelligence (AI) to enhance programming efficiency and decision-making. The study of in-IDE…

Software Engineering · Computer Science 2024-01-23 Agnia Sergeyuk , Sergey Titov , Maliheh Izadi

Global food systems must deliver nutritious, sustainable foods while sharply reducing environmental impact. Yet, food innovation remains slow, empirical, and fragmented. Artificial intelligence (AI) offers a transformative path to link…

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