[HTML][HTML] The role of Reinforcement Learning in software testing

A Abo-eleneen, A Palliyali, C Catal - Information and Software Technology, 2023 - Elsevier
Context: Software testing is applied to validate the behaviour of the software system and
identify flaws and bugs. Different machine learning technique types such as supervised and …

Rivergame-a game testing tool using artificial intelligence

C Paduraru, M Paduraru… - 2022 IEEE Conference …, 2022 - ieeexplore.ieee.org
As is the case with any very complex and interactive software, many video games are
released with various minor or major issues that can potentially affect the user experience …

Automating gui-based software testing with gpt-3

D Zimmermann, A Koziolek - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
This paper introduces a new method for GUI-based software testing that utilizes GPT-3, a
state-of-the-art language model. The approach uses GPT-3's transformer architecture to …

Dinodroid: Testing android apps using deep q-networks

Y Zhao, B Harrison, T Yu - ACM Transactions on Software Engineering …, 2024 - dl.acm.org
The large demand of mobile devices creates significant concerns about the quality of mobile
applications (apps). Developers need to guarantee the quality of mobile apps before it is …

Efficient state synchronisation in model-based testing through reinforcement learning

UC Türker, RM Hierons, MR Mousavi… - 2021 36th IEEE/ACM …, 2021 - ieeexplore.ieee.org
Model-based testing is a structured method to test complex systems. Scaling up model-
based testing to large systems requires improving the efficiency of various steps involved in …

GUI-Based Software Testing: An Automated Approach Using GPT-4 and Selenium WebDriver

D Zimmermann, A Koziolek - 2023 38th IEEE/ACM …, 2023 - ieeexplore.ieee.org
This paper presents a novel method for GUI testing in web applications that largely
automates the process by integrating the advanced language model GPT-4 with Selenium, a …

Automated game testing using computer vision methods

C Paduraru, M Paduraru… - 2021 36th IEEE/ACM …, 2021 - ieeexplore.ieee.org
Video game development is a growing industry nowadays with high revenues. However,
even if there are many resources invested in the software development process, many …

GOOSE: Goal-Conditioned Reinforcement Learning for Safety-Critical Scenario Generation

J Ransiek, J Plaum, J Langner, E Sax - arXiv preprint arXiv:2406.03870, 2024 - arxiv.org
Scenario-based testing is considered state-of-the-art for verifying and validating Advanced
Driver Assistance Systems (ADASs) and Automated Driving Systems (ADSs). However, the …

Evaluating the Effectiveness of Neuroevolution for Automated GUI-Based Software Testing

D Zimmermann, P Deubel… - 2023 38th IEEE/ACM …, 2023 - ieeexplore.ieee.org
As software systems become increasingly complex, testing has become an essential
component of the development process to ensure the quality of the final product. However …

End-to-end RPA-like testing using reinforcement learning

C Păduraru, R Cristea… - 2024 IEEE Conference on …, 2024 - ieeexplore.ieee.org
Even though test automation has an increased presence in industry nowadays, there is still
room for improvement, especially in the area of end-to-end testing. Most testing methods in …