Deep reinforcement learning based android application gui testing

E Collins, A Neto, A Vincenzi… - Proceedings of the XXXV …, 2021 - dl.acm.org
… In this context, automated GUI testing has become highlighted in research. However, … a
Deep Q-Network-based android application GUI testing tool (DeepGUIT) is proposed to test case …

Automating gui testing with image-based deep reinforcement learning

J Eskonen, J Kahles, J Reijonen - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
… the maintenance of test cases. In order to overcome these issues, we propose a deep-reinforcementlearning-based
(DRL) solution for automated and adaptive GUI testing. Specifically, …

Deeply Reinforcing Android GUI Testing with Deep Reinforcement Learning

Y Lan, Y Lu, Z Li, M Pan, W Yang, T Zhang… - Proceedings of the 46th …, 2024 - dl.acm.org
… novel automated Android GUI testing approach based on deep reinforcement learning. DQT
Deep Q-Network (DQN) effectively guides curiosity-driven exploration by learning testing

Autonomous gui testing using deep reinforcement learning

S Saber, F Elbadry, H Negm… - 2021 17th …, 2021 - ieeexplore.ieee.org
… on deep reinforcement learning to automate the GUI testing … to interact with the GUI, evaluate
which GUI state to explore first, … automate the GUI testing process by simulating GUI-human …

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
… application testing methods and explores the advantages of deep reinforcement learning in
… mobile application GUI testing method based on a deep reinforcement learning algorithm (…

A deep reinforcement learning-based approach for android gui testing

Y Gao, C Tao, H Guo, J Gao - Asia-Pacific Web (APWeb) and Web-Age …, 2022 - Springer
Reinforcement learning aims to learn strategies to achieve … This paper applies it to Android
GUI testing. In this paper, we … generate test cases automatically through deep reinforcement

Effective, Platform-Independent GUI Testing via Image Embedding and Reinforcement Learning

S Yu, C Fang, X Li, Y Ling, Z Chen, Z Su - ACM Transactions on Software … - dl.acm.org
… • We introduce a platform-independent GUI testing approach via image embedding and
reinforcement learning, which is … Deep reinforcement learning based Android application GUI

DeepRLGUIMAT: Deep Reinforcement Learning-based GUI Mobile Application Testing Approach

EFC Ribeiro - 2022 - teses.usp.br
… technique of deep reinforcement learning, Deep Q-Network algorithm to generate test cases
… Investigations in the system test level are highlighted mainly in GUI test generation. Studies …

Fastbot2: Reusable automated model-based gui testing for android enhanced by reinforcement learning

Z Lv, C Peng, Z Zhang, T Su, K Liu, P Yang - Proceedings of the 37th …, 2022 - dl.acm.org
… automated GUI testing technique. Our key idea is to leverage model-based testing (MBT). …
automated model-based GUI testing technique enhanced by reinforcement learning to satisfy …

Reinforcement learning-driven test generation for android gui applications using formal specifications

Y Koroglu, A Sen - arXiv preprint arXiv:1911.05403, 2019 - arxiv.org
… Android is the first fully automated mobile GUI testing engine that uses formal specifications.
… is called Deep Reinforcement Learning (Deep RL) [37]. Deep Double SARSA and Deep