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Among existing online mobile-use benchmarks, AndroidWorld has emerged as the dominant benchmark due to its reproducible environment and deterministic evaluation; however, recent agents achieving over 90% success rates indicate its…

Computation and Language · Computer Science 2026-01-01 Quyu Kong , Xu Zhang , Zhenyu Yang , Nolan Gao , Chen Liu , Panrong Tong , Chenglin Cai , Hanzhang Zhou , Jianan Zhang , Liangyu Chen , Zhidan Liu , Steven Hoi , Yue Wang

Autonomous agents have become increasingly important for interacting with the real world. Android agents, in particular, have been recently a frequently-mentioned interaction method. However, existing studies for training and evaluating…

Artificial Intelligence · Computer Science 2024-11-05 Yifan Xu , Xiao Liu , Xueqiao Sun , Siyi Cheng , Hao Yu , Hanyu Lai , Shudan Zhang , Dan Zhang , Jie Tang , Yuxiao Dong

Bandit algorithms are widely used in sequential decision problems to maximize the cumulative reward. One potential application is mobile health, where the goal is to promote the user's health through personalized interventions based on user…

Machine Learning · Statistics 2022-08-23 Gi-Soo Kim , Hyun-Joon Yang , Jane P. Kim

For Internet of Things (IoT) systems operating in areas with limited network connectivity, reliable and safe functionality must be ensured. This can be done using special test cases which are examining system behavior in cases of network…

Software Engineering · Computer Science 2021-01-08 Matej Klima , Miroslav Bures

The deployment of Large Language Models (LLMs) and Large Multimodal Models (LMMs) on mobile devices has gained significant attention due to the benefits of enhanced privacy, stability, and personalization. However, the hardware constraints…

Context. Multiple automated techniques have been proposed and developed for mobile application GUI testing aiming to improve effectiveness, efficiency, and practicality. The effectiveness, efficiency, and practicality are 3 fundamental…

Software Engineering · Computer Science 2019-01-01 Yauhen Leanidavich Arnatovich , Lipo Wang

Mobile applications have become an essential part of our daily lives, making ensuring their quality an important activity. Graphical User Interface (GUI) testing is a quality assurance method that has frequently been used for mobile apps.…

Software Engineering · Computer Science 2025-09-11 Chenhui Cui , Tao Li , Junjie Wang , Chunyang Chen , Dave Towey , Rubing Huang

Model-based Testing (MBT) is an effective approach for testing when parts of a system-under-test have the characteristics of a finite state machine (FSM). Despite various strategies in the literature on this topic, little work exists to…

Software Engineering · Computer Science 2022-04-05 Vaclav Rechtberger , Miroslav Bures , Bestoun S. Ahmed , Youcef Belkhier , Jiri Nema , Hynek Schvach

Recent advancements in multimodal large language models (MLLMs) have shown exceptional potential in enabling mobile-using agents to autonomously execute human instructions. However, fully automated agents often try to execute tasks even…

Computation and Language · Computer Science 2026-05-28 Zheng Wu , Pengzhou Cheng , Zongru Wu , Yuan Guo , Tianjie Ju , Aston Zhang , Gongshen Liu , Zhuosheng Zhang

Mutation testing may be used to guide test case generation and as a technique to assess the quality of test suites. Despite being used frequently, mutation testing is not so commonly applied in the mobile world. One critical challenge in…

Smartphones are becoming necessary tools in the daily lives of mil-lions of users who rely on these devices and their applications. There are thou-sands of applications for smartphone devices such as the iPhone, Blackberry, and Android,…

Software Engineering · Computer Science 2019-10-08 Sonia Meskini , Ali Bou Nassif , Luiz Fernando Capretz

Simulating and predicting planetary-scale techno-social systems poses heavy computational and modeling challenges. The DARPA SocialSim program set the challenge to model the evolution of GitHub, a large collaborative software-development…

This study consists of qualitative empirical research, conducted through exploratory tests with two different Large Language Models (LLMs) chatbots: ChatGPT and Gemini. The methodological procedure involved exploratory tests based on…

Computation and Language · Computer Science 2024-07-19 Melise Peruchini , Julio Monteiro Teixeira

Online experiments such as Randomised Controlled Trials (RCTs) or A/B-tests are the bread and butter of modern platforms on the web. They are conducted continuously to allow platforms to estimate the causal effect of replacing system…

Machine Learning · Computer Science 2023-04-24 Olivier Jeunen

This paper presents a learning-based approach to detecting failures in reactive systems. The technique is based on inferring models of multiple implementations of a common specification which are pair-wise cross-checked for equivalence. Any…

Software Engineering · Computer Science 2019-04-16 Martin Tappler , Bernhard K. Aichernig , Roderick Bloem

Model-based testing (MBT) is a method that supports the design and execution of test cases by models that specify the intended behaviors of a system under test. While systematic literature reviews on MBT in general exist, the state of the…

Software Engineering · Computer Science 2024-03-04 Waleed Abdeen , Xingru Chen , Michael Unterkalmsteiner

GUI testing checks if a software system behaves as expected when users interact with its graphical interface, e.g., testing specific functionality or validating relevant use case scenarios. Currently, deciding what to test at this high…

Software Engineering · Computer Science 2023-11-16 Juyeon Yoon , Robert Feldt , Shin Yoo

ChatGPT is a chatbot that can answer text prompts fairly accurately, even performing very well on postgraduate-level questions. Many educators have found that their take-home or remote tests and exams are vulnerable to ChatGPT-based…

Computation and Language · Computer Science 2024-02-26 Shanker Ram , Chen Qian

In this paper, we explore mobile app use as a behavioral biometric identifier. While several efforts have also taken on this challenge, many have alluded to the inconsistency in human behavior, resulting in updating the biometric template…

Cryptography and Security · Computer Science 2019-12-30 Md A. Noor , G. Kaptan , V. Cherukupally , P. Gera , T. Neal

Large Language Models (LLM) have taken the front seat in most of the news since November 2022, when ChatGPT was introduced. After more than one year, one of the major reasons companies are resistant to adopting them is the limited…

Artificial Intelligence · Computer Science 2024-03-13 Carlo Lipizzi