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Software testing ensures that a system functions correctly, meets specified requirements, and maintains high quality. As artificial intelligence and machine learning (ML) technologies become integral to software systems, testing has evolved…

Software Engineering · Computer Science 2025-07-29 Ronnie de Souza Santos , Matheus de Morais Leca , Reydne Santos , Cleyton Magalhaes

Artificial Intelligence (AI) and Machine Learning (ML) have significantly impacted various industries, including software development. Software testing, a crucial part of the software development lifecycle (SDLC), ensures the quality and…

Software Engineering · Computer Science 2024-09-05 Ahmed Ramadan , Husam Yasin , Burhan Pektas

In the software industry, artificial intelligence (AI) has been utilized more and more in software development activities. In some activities, such as coding, AI has already been an everyday tool, but in software testing activities AI it…

Software Engineering · Computer Science 2025-04-08 Katja Karhu , Jussi Kasurinen , Kari Smolander

Artificial Intelligence (AI) is making a significant impact in multiple areas like medical, military, industrial, domestic, law, arts as AI is capable to perform several roles such as managing smart factories, driving autonomous vehicles,…

Software Engineering · Computer Science 2022-01-17 Zubair Khaliq , Sheikh Umar Farooq , Dawood Ashraf Khan

Software Testing is a well-established area in software engineering, encompassing various techniques and methodologies to ensure the quality and reliability of software systems. However, with the advent of generative artificial intelligence…

Software Engineering · Computer Science 2023-09-18 Aldeida Aleti

Large Language Models (LLMs) are rapidly becoming ubiquitous both as stand-alone tools and as components of current and future software systems. To enable usage of LLMs in the high-stake or safety-critical systems of 2030, they need to…

Software Engineering · Computer Science 2024-06-13 Sinclair Hudson , Sophia Jit , Boyue Caroline Hu , Marsha Chechik

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

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

Software testing is a prime factor in software industry. Besides knowing the importance of testing, only limited time is allocated for teaching it. It will be more efficient if testing is taught simultaneously with programming foundations.…

Artificial Intelligence · Computer Science 2013-02-22 A. Anandaraj , P. Kalaivani , V. Rameshkumar

Nowadays, we are witnessing a wide adoption of Machine learning (ML) models in many safety-critical systems, thanks to recent breakthroughs in deep learning and reinforcement learning. Many people are now interacting with systems based on…

Software Engineering · Computer Science 2018-12-07 Houssem Ben Braiek , Foutse Khomh

Context: The rise of Artificial Intelligence (AI) in software engineering has led to the development of AI-powered test automation tools, promising improved efficiency, reduced maintenance effort, and enhanced defect-detection. However, a…

Software Engineering · Computer Science 2025-05-02 Vahid Garousi , Nithin Joy , Zafar Jafarov , Alper Buğra Keleş , Sevde Değirmenci , Ece Özdemir , Ryan Zarringhalami

Software testing is a crucial phase in the software development lifecycle (SDLC), ensuring that products meet necessary functional, performance, and quality benchmarks before release. Despite advancements in automation, traditional methods…

Software Engineering · Computer Science 2026-03-10 Mohammad Baqar , Rajat Khanda

In industry, software testing is the primary method to verify and validate the functionality, performance, security, usability, and so on, of software-based systems. Test automation has gained increasing attention in industry over the last…

Software Engineering · Computer Science 2025-09-03 Ina K. Schieferdecker

Software is omnipresent within all factors of society. It is thus important to ensure that software are well tested to mitigate bad user experiences as well as the potential for severe financial and human losses. Software testing is however…

Software Engineering · Computer Science 2025-04-30 Jason Wang , Basem Suleiman , Muhammad Johan Alibasa

The activities of requirements engineering and software testing are intrinsically related to each other, as these two areas are linked when seeking to specify and also ensure the expectations of a software product, with quality and on time.…

Software Engineering · Computer Science 2023-04-27 Thalia S. Santana , Taciana N. Kudo , Renato F. Bulcão-Neto

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

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

Applications of Large Language Models~(LLMs) have evolved from simple text generators into complex software systems that integrate retrieval augmentation, tool invocation, and multi-turn interactions. Their inherent non-determinism,…

Software Engineering · Computer Science 2025-08-29 Wei Ma , Yixiao Yang , Qiang Hu , Shi Ying , Zhi Jin , Bo Du , Zhenchang Xing , Tianlin Li , Junjie Shi , Yang Liu , Linxiao Jiang

Machine learning has become prevalent across a wide variety of applications. Unfortunately, machine learning has also shown to be susceptible to deception, leading to errors, and even fatal failures. This circumstance calls into question…

Software Engineering · Computer Science 2022-05-03 Dusica Marijan , Arnaud Gotlieb

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
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