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Deep learning and deep architectures are emerging as the best machine learning methods so far in many practical applications such as reducing the dimensionality of data, image classification, speech recognition or object segmentation. In…

Machine Learning · Computer Science 2018-07-10 The-Hien Dang-Ha

Autonomous agents that execute human tasks by controlling computers can enhance human productivity and application accessibility. However, progress in this field will be driven by realistic and reproducible benchmarks. We present…

The pervasive integration of Artificial Intelligence models into contemporary mobile computing is notable across numerous use cases, from virtual assistants to advanced image processing. Optimizing the mobile user experience involves…

Machine Learning · Computer Science 2025-11-18 Iulius Gherasim , Carlos García Sánchez

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…

Software Engineering · Computer Science 2015-12-29 Yu Kang , Yangfan Zhou , Hui Xu , Michael R. Lyu

Autonomous AI agents on embedded platforms require real-time, risk-aware scheduling under resource and thermal constraints. Classical heuristics struggle with workload irregularity, tabular regressors discard structural information, and…

Machine Learning · Computer Science 2026-01-22 Mohammad Pivezhandi , Mahdi Banisharif , Saeed Bakhshan , Abusayeed Saifullah , Ali Jannesari

Graphical user interfaces (GUIs), due to their event driven nature, present a potentially unbounded space of all possible ways to interact with software. During testing it becomes necessary to effectively sample this space. In this paper we…

Software Engineering · Computer Science 2012-05-23 Stephan Arlt , Ishan Banerjee , Cristiano Bertolini , Atif M. Memon , Martin Schäf

Encouraged by the remarkable achievements of language and vision foundation models, developing generalist robotic agents through imitation learning, using large demonstration datasets, has become a prominent area of interest in robot…

Robotics · Computer Science 2024-04-12 Tongzhou Mu , Yijie Guo , Jie Xu , Ankit Goyal , Hao Su , Dieter Fox , Animesh Garg

The assurance of real-time properties is prone to context variability. Providing such assurance at design time would require to check all the possible context and system variations or to predict which one will be actually used. Both cases…

Software Engineering · Computer Science 2018-04-04 Arthur Rodrigues , Ricardo Diniz Caldas , Genaína Nunes Rodrigues , Thomas Vogel , Patrizio Pelliccione

In operating system development, concurrency poses significant challenges. It is difficult for humans to manually review concurrent behaviors or to write test cases covering all possible executions, often resulting in critical bugs.…

Software Engineering · Computer Science 2025-03-13 Akira Hasegawa , Ryuta Kambe , Toshiaki Aoki , Yuuki Takano

Graphical User Interface (GUI) agents have the potential to assist users in interacting with complex software (e.g., PowerPoint, Photoshop). While prior research has primarily focused on automating user actions through clicks and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Saelyne Yang , Jaesang Yu , Yi-Hao Peng , Kevin Qinghong Lin , Jae Won Cho , Yale Song , Juho Kim

Artificial intelligence (AI) systems increasingly match or surpass human experts in biomedical signal interpretation. However, their effective integration into clinical practice requires more than high predictive accuracy. Clinicians must…

Machine Learning · Computer Science 2025-10-27 Stefan Kraft , Andreas Theissler , Vera Wienhausen-Wilke , Gjergji Kasneci , Hendrik Lensch

Autonomous driving in multi-agent dynamic traffic scenarios is challenging: the behaviors of road users are uncertain and are hard to model explicitly, and the ego-vehicle should apply complicated negotiation skills with them, such as…

Robotics · Computer Science 2022-06-22 Peide Cai , Hengli Wang , Yuxiang Sun , Ming Liu

Exploratory GUI testing is essential for software quality but suffers from high manual costs. While Multi-modal Large Language Model (MLLM) agents excel in navigation, they fail to autonomously discover defects due to two core challenges:…

Artificial Intelligence · Computer Science 2026-01-09 Yifei Gao , Jiang Wu , Xiaoyi Chen , Yifan Yang , Zhe Cui , Tianyi Ma , Jiaming Zhang , Jitao Sang

Graphical user interface (GUI) agents have advanced rapidly but still struggle with complex tasks involving novel UI elements, long-horizon actions, and personalized trajectories. In this work, we introduce Instruction Agent, a GUI agent…

Artificial Intelligence · Computer Science 2025-09-10 Yinheng Li , Hailey Hultquist , Justin Wagle , Kazuhito Koishida

Mobile applications, often simply called "apps", are increasingly widespread, and we use them daily to perform a number of activities. Like all software, apps must be adequately tested to gain confidence that they behave correctly.…

Software Engineering · Computer Science 2015-04-01 Shauvik Roy Choudhary , Alessandra Gorla , Alessandro Orso

As autonomous agents become adept at understanding and interacting with graphical user interface (GUI) environments, a new era of automated task execution is emerging. Recent studies have demonstrated that Reinforcement Learning (RL) can…

Artificial Intelligence · Computer Science 2026-03-16 Songqin Nong , Xiaoxuan Tang , Jingxuan Xu , Sheng Zhou , Jianfeng Chen , Tao Jiang , Wenhao Xu

The development in Artificial Intelligence (AI) offers transformative potential for redefining student assessment methodologies. This paper aims to establish the idea of the advancement of Artificial Intelligence (AI) and its prospect in…

Computers and Society · Computer Science 2025-03-10 Pushpalatha K S , Abhishek Mangalur , Ketan Hegde , Chetan Badachi , Mohammad Aamir

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 upgrading of mobile devices and the development of aesthetics, the visual…

Software Engineering · Computer Science 2022-05-30 Zhe Liu , Chunyang Chen , Junjie Wang , Yuekai Huang , Jun Hu , Qing Wang

Accelerated life testing (ALT) is a method of reducing the lifetime of components through exposure to extreme stress. This method of obtaining lifetime information involves the design of a testing experiment, i.e., an accelerated test plan.…

Applications · Statistics 2025-11-10 Owen McGrath , Kevin Burke

Testing is the most direct and effective technique to ensure software quality. Test scripts always play a more important role in mobile app testing than test cases for source code, due to the GUI-intensive and event-driven characteristics…

Software Engineering · Computer Science 2025-03-04 Shengcheng Yu , Chunrong Fang , Jia Liu , Zhenyu Chen