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

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/stvr.1486openalex-snapshot
A Hitchhiker's guide to statistical tests for assessing randomized algorithms in software engineering
inferredcites →https://doi.org/10.1007/978-3-319-66299-2_2openalex-snapshot
Search Based Path and Input Data Generation for Web Application Testing
inferredcites →https://doi.org/10.1007/978-3-642-24797-2_4openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1007/bf00992698openalex-snapshot
Q-learning
inferredcites →https://doi.org/10.1016/0377-2217(89)90348-2openalex-snapshot
Markov decision processes
inferredcites →https://doi.org/10.1016/j.infsof.2019.03.003openalex-snapshot
Images don’t lie: Duplicate crowdtesting reports detection with screenshot information
inferredcites →https://doi.org/10.1016/j.is.2015.08.004openalex-snapshot
Tree edit distance: Robust and memory-efficient
inferredcites →https://doi.org/10.1090/s0002-9904-1952-09620-8openalex-snapshot
Some aspects of the sequential design of experiments
inferredcites →https://doi.org/10.1109/ase.2015.32openalex-snapshot
Reverse Engineering Mobile Application User Interfaces with REMAUI (T)
inferredcites →https://doi.org/10.1109/ase.2015.89openalex-snapshot
Automated Test Input Generation for Android: Are We There Yet? (E)
inferredcites →https://doi.org/10.1109/ase.2019.00021openalex-snapshot
Goal-Driven Exploration for Android Applications
inferredcites →https://doi.org/10.1109/ase.2019.00077openalex-snapshot
Wuji: Automatic Online Combat Game Testing Using Evolutionary Deep Reinforcement Learning
inferredcites →https://doi.org/10.1109/ase.2019.00104openalex-snapshot
Humanoid: A Deep Learning-Based Approach to Automated Black-box Android App Testing
inferredcites →https://doi.org/10.1109/ase.2019.00161openalex-snapshot
Crowdsourced Report Generation via Bug Screenshot Understanding
inferredcites →https://doi.org/10.1109/compsac48688.2020.00-78openalex-snapshot
An Approach to Improving the Effectiveness of Data Augmentation for Deep Neural Networks
inferredcites →https://doi.org/10.1109/hotweb.2015.14openalex-snapshot
Incremental Web Application Testing Using Page Object
inferredcites →https://doi.org/10.1109/icse.2019.00041openalex-snapshot
IconIntent: Automatic Identification of Sensitive UI Widgets Based on Icon Classification for Android Apps
inferredcites →https://doi.org/10.1109/icse.2019.00042openalex-snapshot
Practical GUI Testing of Android Applications Via Model Abstraction and Refinement
inferredcites →https://doi.org/10.1109/icse43902.2021.00048openalex-snapshot
Automatic Web Testing Using Curiosity-Driven Reinforcement Learning
inferredcites →https://doi.org/10.1109/icse43902.2021.00074openalex-snapshot
GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial Networks
inferredcites →https://doi.org/10.1109/icse43902.2021.00090openalex-snapshot
Prioritize Crowdsourced Test Reports via Deep Screenshot Understanding
inferredcites →https://doi.org/10.1109/icse43902.2021.00139openalex-snapshot
Layout and Image Recognition Driving Cross-Platform Automated Mobile Testing
inferredcites →https://doi.org/10.1109/icsme.2017.72openalex-snapshot
AimDroid: Activity-Insulated Multi-level Automated Testing for Android Applications
inferredcites →https://doi.org/10.1109/icst.2018.00020openalex-snapshot
QBE: QLearning-Based Exploration of Android Applications
inferredcites →https://doi.org/10.1109/ispass.2015.7095807openalex-snapshot
Mosaic: cross-platform user-interaction record and replay for the fragmented android ecosystem
inferredcites →https://doi.org/10.1109/ms.2014.55openalex-snapshot
MobiGUITAR: Automated Model-Based Testing of Mobile Apps
inferredcites →https://doi.org/10.1109/tpami.1986.4767851openalex-snapshot
A Computational Approach to Edge Detection
inferredcites →https://doi.org/10.1109/tse.2011.28openalex-snapshot
Invariant-Based Automatic Testing of Modern Web Applications
inferredcites →https://doi.org/10.1109/tse.2018.2844788openalex-snapshot
Machine Learning-Based Prototyping of Graphical User Interfaces for Mobile Apps
inferredcites →https://doi.org/10.1145/2109205.2109208openalex-snapshot
Crawling Ajax-Based Web Applications through Dynamic Analysis of User Interface State Changes
inferredcites →https://doi.org/10.1145/2351676.2351717openalex-snapshot
Using GUI ripping for automated testing of Android applications
inferredcites →https://doi.org/10.1145/2491411.2491450openalex-snapshot
Dynodroid: an input generation system for Android apps
inferredcites →https://doi.org/10.1145/2699485openalex-snapshot
Efficient Computation of the Tree Edit Distance
inferredcites →https://doi.org/10.1145/2786805.2786862openalex-snapshot
Test report prioritization to assist crowdsourced testing
inferredcites →https://doi.org/10.1145/2931037.2931054openalex-snapshot
Sapienz: multi-objective automated testing for Android applications
inferredcites →https://doi.org/10.1145/2970276.2970312openalex-snapshot
Taming Android fragmentation: characterizing and detecting compatibility issues for Android apps
inferredcites →https://doi.org/10.1145/2970276.2970313openalex-snapshot
Automated model-based Android GUI testing using multi-level GUI comparison criteria
inferredcites →https://doi.org/10.1145/2970276.2970367openalex-snapshot
Multi-objective test report prioritization using image understanding
inferredcites →https://doi.org/10.1145/3092703.3092734openalex-snapshot
Testing and analysis of web applications using page models
inferredcites →https://doi.org/10.1145/3106237.3106298openalex-snapshot
Guided, stochastic model-based GUI testing of Android apps
inferredcites →https://doi.org/10.1145/3180155.3180240openalex-snapshot
From UI design image to GUI skeleton
inferredcites →https://doi.org/10.1145/3213846.3213854openalex-snapshot
Test migration for efficient large-scale assessment of mobile app coding assignments
inferredcites →https://doi.org/10.1145/3278186.3278187openalex-snapshot
Reinforcement learning for Android GUI testing
inferredcites →https://doi.org/10.1145/3293882.3330551openalex-snapshot
Improving random GUI testing with image-based widget detection
inferredcites →https://doi.org/10.1145/3293882.3330557openalex-snapshot
Sara: self-replay augmented record and replay for Android in industrial cases
inferredcites →https://doi.org/10.1145/3324884openalex-snapshot
Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering
inferredcites →https://doi.org/10.1145/3324884.3416547openalex-snapshot
Owl eyes
inferredcites →https://doi.org/10.1145/3338906.3338930openalex-snapshot
Boosting operational DNN testing efficiency through conditioning
inferredcites →https://doi.org/10.1145/3338906.3338970openalex-snapshot
Diversity-based web test generation
inferredcites →https://doi.org/10.1145/3368089.3409691openalex-snapshot
Object detection for graphical user interface: old fashioned or deep learning or a combination?
inferredcites →https://doi.org/10.1145/3377811.3380327openalex-snapshot
Unblind your apps
inferredcites →https://doi.org/10.1145/3377811.3380328openalex-snapshot
Translating video recordings of mobile app usages into replayable scenarios
inferredcites →https://doi.org/10.1145/3377811.3380382openalex-snapshot
ComboDroid
inferredcites →https://doi.org/10.1145/3377811.3380402openalex-snapshot
Time-travel testing of Android apps
inferredcites →https://doi.org/10.1145/3377811.3380431openalex-snapshot
RoScript
inferredcites →https://doi.org/10.1145/3379597.3387503openalex-snapshot
AndroZooOpen
inferredcites →https://doi.org/10.1145/3391613openalex-snapshot
Wireframe-based UI Design Search through Image Autoencoder
inferredcites →https://doi.org/10.1145/3395363.3397354openalex-snapshot
Reinforcement learning based curiosity-driven testing of Android applications
inferredcites →https://doi.org/10.1145/3474624.3474634openalex-snapshot
Deep Reinforcement Learning based Android Application GUI Testing
inferredcites →https://doi.org/10.1145/3502868openalex-snapshot
Deep Reinforcement Learning for Black-box Testing of Android Apps
inferredcites →https://doi.org/10.1145/3510003.3510048openalex-snapshot
GIFdroid
inferredcites →https://doi.org/10.1145/3540250.3549083openalex-snapshot
Cross-device record and replay for Android apps
inferredcites →https://doi.org/10.1145/3551349.3559505openalex-snapshot
Fastbot2: Reusable Automated Model-based GUI Testing for Android Enhanced by Reinforcement Learning
inferredcites →https://doi.org/10.1145/3652150openalex-snapshot
DinoDroid: Testing Android Apps Using Deep Q-Networks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/s00521-025-11671-yopenalex-snapshot
A novel hierarchical classification framework for semantic testing of mobile and web application icons
inferred← citeshttps://doi.org/10.1016/j.jss.2026.113079openalex-snapshot
Mobile app test requirement generation via multimodal information fusion
inferred← citeshttps://doi.org/10.1016/j.scico.2025.103266openalex-snapshot
Filling query-type text inputs for Android applications via inner-app mining and GPT recommendation
inferred← citeshttps://doi.org/10.1049/sfw2/9976714openalex-snapshot
GPT‐Monkey: Enhancing Automated GUI Testing for Android Apps via LLM‐Driven Interface Understanding and Function Segmentation
inferred← citeshttps://doi.org/10.1109/aetcse69203.2026.11504024openalex-snapshot
A Detection Method for Text Input-Induced Non-Crashing Functional Bugs in Mobile GUI Testing
inferred← citeshttps://doi.org/10.1109/dsn64029.2025.00030openalex-snapshot
Less is More: Boosting Coverage of Web Crawling through Adversarial Multi-Armed Bandit
inferred← citeshttps://doi.org/10.1109/icse-seip66354.2025.00010openalex-snapshot
GUIWatcher: Automatically Detecting GUI Lags by Analyzing Mobile Application Screencasts
inferred← citeshttps://doi.org/10.1109/icse55347.2025.00141openalex-snapshot
Feature-Driven End-to-End Test Generation
inferred← citeshttps://doi.org/10.1145/3736162openalex-snapshot
Judge: Effective State Abstraction for Guiding Automated Web GUI Testing
inferred← citeshttps://doi.org/10.1145/3746059.3747737openalex-snapshot
HiLT: A Library for Generating Human-in-the-Loop Data Transformation GUIs
inferred← citeshttps://doi.org/10.1145/3786583.3786886openalex-snapshot
PerFrame: Monitoring GUI Loading Performance in Mobile Apps via Semantic Distinguish
inferred← citeshttps://doi.org/10.1145/3797115openalex-snapshot
WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements
inferred← citeshttps://doi.org/10.1145/3832300openalex-snapshot
Characterizing and Repairing Obsolete Android GUI Tests under UI Evolution
inferred← citeshttps://doi.org/10.17513/snt.40817openalex-snapshot
МЕТОД АВТОМАТИЗИРОВАННОГО ТЕСТИРОВАНИЯ ГРАФИЧЕСКОГО ИНТЕРФЕЙСА ANDROID-ПРИЛОЖЕНИЙ БЕЗ ИЗМЕНЕНИЯ ИСХОДНОГО КОДА С ВНЕДРЕНИЕМ ТЕСТОВОГО АГЕНТА
inferred← citeshttps://doi.org/10.52783/jisem.v10i43s.8400openalex-snapshot
Automation Frameworks for End-to-End Testing of Large Language Models (LLMs)
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