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Despite its widespread use in Android apps, reflection poses graving problems for static security analysis. Currently, string inference is applied to handle reflection, resulting in significantly missed security vulnerabilities. In this…

密码学与安全 · 计算机科学 2016-12-19 Yifei Zhang , Tian Tan , Yue Li , Jingling Xue

The increasing prevalence of mobile apps has led to a proliferation of resource usage scenarios in which they are deployed. This motivates the need to specialize mobile apps based on diverse and varying preferences of users. We propose a…

软件工程 · 计算机科学 2019-02-27 Brian Heath , Neelay Velingker , Osbert Bastani , Mayur Naik

Graphical User Interface (GUI) provides a visual bridge between a software application and end users, through which they can interact with each other. With the development of technology and aesthetics, the visual effects of the GUI are more…

软件工程 · 计算机科学 2020-09-08 Zhe Liu , Chunyang Chen , Junjie Wang , Yuekai Huang , Jun Hu , Qing Wang

With the continuous rise in the popularity of Android mobile devices, automated testing of apps has become more important than ever. Android apps are event-driven programs. Unfortunately, generating all possible types of events by…

Flaky tests have gained attention from the research community in recent years and with good reason. These tests lead to wasted time and resources, and they reduce the reliability of the test suites and build systems they affect. However,…

软件工程 · 计算机科学 2021-03-05 Alan Romano , Zihe Song , Sampath Grandhi , Wei Yang , Weihang Wang

Consumer applications are becoming increasingly smarter and most of them have to run on device ecosystems. Potential benefits are for example enabling cross-device interaction and seamless user experiences. Essential for today's smart…

人机交互 · 计算机科学 2021-03-30 Muhammad Mehran Sunny , Moritz Berghofer , Ilhan Aslan

The Android framework provides a rich set of APIs that can be exploited by developers to build their apps. However, the rapid evolution of these APIs jointly with the specific characteristics of the lifecycle of the Android components…

软件工程 · 计算机科学 2022-02-25 Oliviero Riganelli , Ionut Daniel Fagadau , Daniela Micucci , Leonardo Mariani

Highly interactive development environments (HIDEs) enable uninterrupted development flow through continuous program evolution and rapid hypothesis checking. However, traditional testing approaches -- typically executed separately via CLI…

软件工程 · 计算机科学 2025-08-05 Andrew Tropin

With the emergence of deep learning techniques, smartphone apps are now embedded on-device AI features for enabling advanced tasks like speech translation, to attract users and increase market competitiveness. A good interaction design is…

人机交互 · 计算机科学 2023-07-04 Jason Ching Yuen Siu , Jieshan Chen , Yujin Huang , Zhenchang Xing , Chunyang Chen

The process of developing a mobile application typically starts with the ideation and conceptualization of its user interface. This concept is then translated into a set of mock-ups to help determine how well the user interface embodies the…

Android apps are GUI-based event-driven software and have become ubiquitous in recent years. Obviously, functional correctness is critical for an app's success. However, in addition to crash bugs, non-crashing functional bugs (in short as…

软件工程 · 计算机科学 2021-10-06 Ting Su , Yichen Yan , Jue Wang , Jingling Sun , Yiheng Xiong , Geguang Pu , Ke Wang , Zhendong Su

Deep Learning (DL) model-based AI services are increasingly offered in a variety of predictive analytics services such as computer vision, natural language processing, speech recognition. However, the quality of the DL models can degrade…

分布式、并行与集群计算 · 计算机科学 2020-11-04 Anirban Bhattacharjee , Ajay Dev Chhokra , Hongyang Sun , Shashank Shekhar , Aniruddha Gokhale , Gabor Karsai , Abhishek Dubey

With the growing popularity of Android devices, Android malware is seriously threatening the safety of users. Although such threats can be detected by deep learning as a service (DLaaS), deep neural networks as the weakest part of DLaaS are…

密码学与安全 · 计算机科学 2021-05-26 Guangquan Xu , GuoHua Xin , Litao Jiao , Jian Liu , Shaoying Liu , Meiqi Feng , Xi Zheng

Android applications (apps) grow dramatically in recent years. Apps are user interface (UI) centric typically. Rapid UI responsiveness is key consideration to app developers. However, we still lack a handy tool for profiling app performance…

软件工程 · 计算机科学 2015-12-29 Yu Kang , Yangfan Zhou , Hui Xu , Michael R. Lyu

We introduce AndroidEnv, an open-source platform for Reinforcement Learning (RL) research built on top of the Android ecosystem. AndroidEnv allows RL agents to interact with a wide variety of apps and services commonly used by humans…

In recent years, various benchmark suites have been developed to evaluate the efficacy of Android security analysis tools. The choice of such benchmark suites used in tool evaluations is often based on the availability and popularity of…

软件工程 · 计算机科学 2020-02-05 Joydeep Mitra , Venkatesh-Prasad Ranganath , Aditya Narkar

The software industry aims to provide customers with quality software. Testing software is a critical and sensitive stage in ensuring software quality. Due to the increasing popularity of mobile devices, the use of Android applications has…

软件工程 · 计算机科学 2022-09-07 Fatemeh Mosayeb , Shohreh Ajoudanian

For the dramatic increase of Android malware and low efficiency of manual check process, deep learning methods started to be an auxiliary means for Android malware detection these years. However, these models are highly dependent on the…

密码学与安全 · 计算机科学 2019-09-10 Ji Wang , Qi Jing , Jianbo Gao

This demo paper presents the technical details and usage scenarios of $\mu$SE: a mutation-based tool for evaluating security-focused static analysis tools for Android. Mutation testing is generally used by software practitioners to assess…

软件工程 · 计算机科学 2021-07-16 Amit Seal Ami , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

GUI agents drive applications through their visual interfaces instead of programmatic APIs, interacting with arbitrary software via taps, swipes, and keystrokes, reaching a long tail of applications that CLI-based agents cannot. Yet…

机器学习 · 计算机科学 2026-04-14 Fei Tang , Zhiqiong Lu , Boxuan Zhang , Weiming Lu , Jun Xiao , Yueting Zhuang , Yongliang Shen