How Fastbot Uses Reinforcement Learning for Faster Android GUI Testing

Fastbot is a reusable, model‑based Android GUI testing tool that leverages reinforcement‑learning techniques to learn from previous test runs, accelerating coverage and crash detection through a two‑phase workflow, probabilistic and learning‑based event selection, and provides configurable custom events, widget blocking, and tree‑pruning features.

GUI automationandroid testingfastbot

0 likes · 16 min read

How Fastbot Uses Reinforcement Learning for Faster Android GUI Testing

ByteDance Terminal Technology

Oct 26, 2021 · Mobile Development

Fastbot: Cross‑Platform Intelligent Automated Testing System for Android and iOS

This article details ByteDance’s Fastbot system, an AI‑driven cross‑platform automated testing framework for Android and iOS that leverages model‑based testing, reinforcement learning, and image‑based UI analysis to improve test coverage, fault injection, and scalability across mobile applications and games.

AIcross-platformmobile testing

0 likes · 36 min read

Fastbot: Cross‑Platform Intelligent Automated Testing System for Android and iOS

360 Tech Engineering

May 17, 2021 · Mobile Development

Model-Based Android UI Testing: View Tree Definition and Action Event Filtering

This article explains how to define Android UI pages as view trees, convert them to list structures, generate unique page signatures, and filter actionable events such as scrollable and clickable views using Python, enabling more effective model‑based testing of mobile applications.

AndroidEvent FilteringMobile Development

0 likes · 8 min read

Model-Based Android UI Testing: View Tree Definition and Action Event Filtering

360 Quality & Efficiency

Apr 9, 2021 · Mobile Development

Defining Android UI Pages and Filtering Action Events for Model‑Based Testing

This article explains how to represent Android UI view trees as lists, generate unique page signatures, and filter actionable events such as scrolls and touches to improve model‑based testing coverage and traceability, providing Python code examples for each step.

AndroidEvent FilteringMobile Development

0 likes · 8 min read

Defining Android UI Pages and Filtering Action Events for Model‑Based Testing

ITPUB

Jun 29, 2018 · Fundamentals

Why Model‑Based Testing (MBT) Beats Traditional Test Design – A Practical Guide

This article explains what Model‑Based Testing (MBT) is, why it outperforms traditional test design methods, outlines the step‑by‑step MBT workflow, showcases a logistics printing example, and introduces Suning’s MBT modeling tool with its key features and benefits.

Software Testingmodel-based testingtest design

0 likes · 13 min read

Why Model‑Based Testing (MBT) Beats Traditional Test Design – A Practical Guide