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We propose V-Droid, a mobile GUI task automation agent. Unlike previous mobile agents that utilize Large Language Models (LLMs) as generators to directly generate actions at each step, V-Droid employs LLMs as verifiers to evaluate candidate…

Artificial Intelligence · Computer Science 2026-02-24 Gaole Dai , Shiqi Jiang , Ting Cao , Yuanchun Li , Yuqing Yang , Rui Tan , Mo Li , Lili Qiu

Due to the importance of Android app quality assurance, many automated GUI testing tools have been developed. Although the test algorithms have been improved, the impact of GUI rendering has been overlooked. On the one hand, setting a long…

Software Engineering · Computer Science 2023-02-28 Sidong Feng , Mulong Xie , Chunyang Chen

Several types of numerical and combinatorial optimization algorithms have been used as useful tools to minimize functional forms. Generally, when those forms are non-linear or occur in problems without a specific optimization method,…

Chemical Physics · Physics 2007-05-23 Luiz Fernando Roncaratti , Ricardo Gargano , Geraldo Magela e Silva

Several efforts to predict student failure rate (SFR) at school accurately still remains a core problem area faced by many in the educational sector. The procedure for forecasting SFR are rigid and most often times require data scaling or…

Computers and Society · Computer Science 2017-07-06 J. O. Orove , N. E. Osegi , B. O. Eke

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…

Software Engineering · Computer Science 2022-09-07 Fatemeh Mosayeb , Shohreh Ajoudanian

Augmenting large language models (LLMs) with external tools is a promising approach to enhance their capabilities, especially for complex tasks. Synthesizing tool-use data through real-world simulations is an effective way to achieve this.…

Computation and Language · Computer Science 2025-11-10 Yirong Zeng , Xiao Ding , Yuxian Wang , Weiwen Liu , Wu Ning , Yutai Hou , Xu Huang , Duyu Tang , Dandan Tu , Bing Qin , Ting Liu

Genetic Algorithms (GAs) are powerful metaheuristic techniques mostly used in many real-world applications. The sequential execution of GAs requires considerable computational power both in time and resources. Nevertheless, GAs are…

Neural and Evolutionary Computing · Computer Science 2013-12-17 Filomena Ferrucci , M-Tahar Kechadi , Pasquale Salza , Federica Sarro

Expecting the shipment of 1 billion Android devices in 2017, cyber criminals have naturally extended their vicious activities towards Google's mobile operating system. With an estimated number of 700 new Android applications released every…

Cryptography and Security · Computer Science 2014-10-29 Sebastian Neuner , Victor van der Veen , Martina Lindorfer , Markus Huber , Georg Merzdovnik , Martin Mulazzani , Edgar Weippl

Agile practices are receiving considerable attention from industry as an alternative to traditional software development approaches. However, there are a number of challenges in combining Agile [2] with Test-driven development (TDD) [10]…

Software Engineering · Computer Science 2015-06-30 Sandeep Sivanandan

Text-to-image synthesis has made remarkable progress, yet accurately interpreting complex and lengthy prompts remains challenging, often resulting in semantic inconsistencies and missing details. Existing solutions, such as fine-tuning, are…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Wen Ye , Zhaocheng Liu , Yuwei Gui , Tingyu Yuan , Yunyue Su , Bowen Fang , Chaoyang Zhao , Qiang Liu , Liang Wang

Access to privacy-sensitive information on Android is a growing concern in the mobile community. Albeit Google Play recently introduced some privacy guidelines, it is still an open problem to soundly verify whether apps actually comply with…

Cryptography and Security · Computer Science 2021-12-13 Luca Verderame , Davide Caputo , Andrea Romdhana , Alessio Merlo

Relying on ubiquitous Internet connectivity, applications on mobile devices frequently perform web requests during their execution. They fetch data for users to interact with, invoke remote functionalities, or send user-generated content or…

Software Engineering · Computer Science 2017-05-22 Marianna Rapoport , Philippe Suter , Erik Wittern , Ondřej Lhoták , Julian Dolby

Intelligent instruction-following robots capable of improving from autonomously collected experience have the potential to transform robot learning: instead of collecting costly teleoperated demonstration data, large-scale deployment of…

Robotics · Computer Science 2025-02-26 Zhiyuan Zhou , Pranav Atreya , Abraham Lee , Homer Walke , Oier Mees , Sergey Levine

The rise in popularity of the Android platform has resulted in an explosion of malware threats targeting it. As both Android malware and the operating system itself constantly evolve, it is very challenging to design robust malware…

Cryptography and Security · Computer Science 2017-11-21 Enrico Mariconti , Lucky Onwuzurike , Panagiotis Andriotis , Emiliano De Cristofaro , Gordon Ross , Gianluca Stringhini

Today's Android developers tend to include numerous features to accommodate diverse user requirements, which inevitably leads to bloated apps. Yet more often than not, only a fraction of these features are frequently utilized by users, thus…

Cryptography and Security · Computer Science 2025-01-10 Zicheng Zhang , Jiakun Liu , Ferdian Thung , Haoyu Ma , Rui Li , Yan Naing Tun , Wei Minn , Lwin Khin Shar , Shahar Maoz , Eran Toch , David Lo , Joshua Wong , Debin Gao

Personalisation in smart phones requires adaptability to dynamic context based on user mobility, application usage and sensor inputs. Current personalisation approaches, which rely on static logic that is developed a priori, do not provide…

Neural and Evolutionary Computing · Computer Science 2014-08-12 Philip Valencia , Aiden Haak , Alban Cotillon , Raja Jurdak

Building energy efficient software is an increasingly important task for mobile developers. However, a cumulative body of knowledge of techniques that support this goal does not exist. We conduct a systematic literature review to gather…

Software Engineering · Computer Science 2023-08-17 Stefan Huber , Tobias Lorey , Michael Felderer

Soft robotics aims to develop robots able to adapt their behavior across a wide range of unstructured and unknown environments. A critical challenge of soft robotic control is that nonlinear dynamics often result in complex behaviors hard…

Neural and Evolutionary Computing · Computer Science 2023-11-03 John Daly , Daniel Casper , Muhammad Farooq , Andrew James , Ali Khan , Phoenix Mulgrew , Daniel Tyebkhan , Bao Vo , John Rieffel

Mobile agents have made progress toward reliable smartphone automation, yet performance in complex applications remains limited by incomplete knowledge and weak generalization to unseen environments. We introduce a curiosity driven…

Artificial Intelligence · Computer Science 2026-01-28 Sijia Li , Xiaoyu Tan , Shahir Ali , Niels Schmidt , Gengchen Ma , Xihe Qiu

Touch is the primary way that users interact with smartphones. However, building mobile user interfaces where touch interactions work well for all users is a difficult problem, because users have different abilities and preferences. We…

Human-Computer Interaction · Computer Science 2022-07-19 Jason Wu , Titus Barik , Xiaoyi Zhang , Colin Lea , Jeffrey Nichols , Jeffrey P. Bigham