Autonomous gui testing using deep reinforcement learning

S Saber, F Elbadry, H Negm… - 2021 17th …, 2021 - ieeexplore.ieee.org
Automating software testing looks forward to speeding up testing processes and ensuring
possible replication of discovered software bugs. However, Automating the GUI testing …

Automating gui testing with image-based deep reinforcement learning

J Eskonen, J Kahles, J Reijonen - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Users interact with modern applications and devices through graphical user interfaces
(GUIs). To ensure intuitive and easy usability, the GUIs need to be tested, where developers …

Towards a testing tool that learns to test

O Rodriguez-Valdes - 2021 IEEE/ACM 43rd International …, 2021 - ieeexplore.ieee.org
We will study the application of Reinforcement Learning techniques in automated GUI
testing. Using the scriptless GUI testing tool TESTAR as a vehicle, we will focus our research …

Improving automated GUI testing by learning to avoid infeasible tests

N Walkinshaw - 2020 IEEE International Conference On …, 2020 - ieeexplore.ieee.org
Most modern end-user software applications are controlled through a graphical user
interface (GUI). When it comes to automated test selection, however, GUIs present two major …

Efficiency matters: Speeding up automated testing with gui rendering inference

S Feng, M Xie, C Chen - 2023 IEEE/ACM 45th International …, 2023 - ieeexplore.ieee.org
Due to the importance of Android app quality assurance, many automated GUI testing tools
have been developed. Although the test algorithms have been improved, the impact of GUI …

REDQT: a method for automated mobile application GUI testing based on deep reinforcement learning algorithms

F Wang, C Tao, J Gao - Service Oriented Computing and Applications, 2024 - Springer
As mobile applications become increasingly prevalent in daily life, the demand for their
functionality and reliability continues to grow. Traditional mobile application testing methods …

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 …

Drift: Deep reinforcement learning for functional software testing

L Harries, RS Clarke, T Chapman… - arXiv preprint arXiv …, 2020 - arxiv.org
Efficient software testing is essential for productive software development and reliable user
experiences. As human testing is inefficient and expensive, automated software testing is …

Unirltest: universal platform-independent testing with reinforcement learning via image understanding

Z Zhang, Y Liu, S Yu, X Li, Y Yun, C Fang… - Proceedings of the 31st …, 2022 - dl.acm.org
GUI testing has been prevailing in software testing. However, existing automated GUI testing
tools mostly rely on frameworks of a specific platform. Testers have to fully understand …

Estimating return on investment for gui test automation frameworks

F Dobslaw, R Feldt, D Michaëlsson… - 2019 IEEE 30th …, 2019 - ieeexplore.ieee.org
Automated graphical user interface (GUI) tests can reduce manual testing activities and
increase test frequency. This motivates the conversion of manual test cases into automated …