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Ensuring usability is crucial for the success of mobile apps. Usability issues can compromise user experience and negatively impact the perceived app quality. This paper presents UX-LLM, a novel tool powered by a Large Vision-Language Model…

Software Engineering · Computer Science 2026-01-14 Ali Ebrahimi Pourasad , Walid Maalej

AI agents operating on user interfaces must understand how interfaces communicate state and feedback to act reliably. As a core communicative modality, animations are increasingly used in modern interfaces, serving critical functional…

Human-Computer Interaction · Computer Science 2026-04-30 Chen Liang , Xirui Jiang , Naihao Deng , Eytan Adar , Anhong Guo

WebAssembly (abbreviated WASM) has emerged as a promising language of the Web and also been used for a wide spectrum of software applications such as mobile applications and desktop applications. These applications, named as WASM…

Software Engineering · Computer Science 2023-01-31 Yixuan Zhang , Shangtong Cao , Haoyu Wang , Zhenpeng Chen , Xiapu Luo , Dongliang Mu , Yun Ma , Gang Huang , Xuanzhe Liu

With the growing reliance on digital devices equipped with graphical user interfaces (GUIs), such as computers and smartphones, the need for effective automation tools has become increasingly important. While multimodal large language…

Human-Computer Interaction · Computer Science 2024-10-18 Jakub Hoscilowicz , Bartosz Maj , Bartosz Kozakiewicz , Oleksii Tymoshchuk , Artur Janicki

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…

Human-Computer Interaction · Computer Science 2023-07-04 Jason Ching Yuen Siu , Jieshan Chen , Yujin Huang , Zhenchang Xing , Chunyang Chen

Graphical User Interface (GUI) action grounding is a critical step in GUI automation that maps language instructions to actionable elements on GUI screens. Most recent works of GUI action grounding leverage large GUI datasets to fine-tune…

Computation and Language · Computer Science 2025-01-28 Yue Fan , Handong Zhao , Ruiyi Zhang , Yu Shen , Xin Eric Wang , Gang Wu

Mobile Graphical User Interface (GUI) agents have demonstrated strong capabilities in automating complex smartphone tasks by leveraging multimodal large language models (MLLMs) and system-level control interfaces. However, this paradigm…

Cryptography and Security · Computer Science 2026-04-28 Lepeng Zhao , Zhenhua Zou , Shuo Li , Zhuotao Liu

We introduce RegionFocus, a visual test-time scaling approach for Vision Language Model Agents. Understanding webpages is challenging due to the visual complexity of GUI images and the large number of interface elements, making accurate…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Tiange Luo , Lajanugen Logeswaran , Justin Johnson , Honglak Lee

Autonomous GUI agents face two fundamental challenges: early stopping, where agents prematurely declare success without verifiable evidence, and repetitive loops, where agents cycle through the same failing actions without recovery. We…

Computation and Language · Computer Science 2026-04-27 Qijun Han , Haoqin Tu , Zijun Wang , Haoyue Dai , Yiyang Zhou , Nancy Lau , Alvaro A. Cardenas , Yuhui Xu , Ran Xu , Caiming Xiong , Zeyu Zheng , Huaxiu Yao , Yuyin Zhou , Cihang Xie

Visual attention is highly fragmented during mobile interactions, but the erratic nature of attention shifts currently limits attentive user interfaces to adapting after the fact, i.e. after shifts have already happened. We instead study…

Human-Computer Interaction · Computer Science 2018-07-26 Julian Steil , Philipp Müller , Yusuke Sugano , Andreas Bulling

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

Software testing is an important phase in the software development life-cycle because it helps in identifying bugs in a software system before it is shipped into the hand of its end users. There are numerous studies on how developers test…

Software Engineering · Computer Science 2019-02-15 Luis Cruz , Rui Abreu , David Lo

With the rapid advancement of generative artificial intelligence technology, Graphical User Interface (GUI) agents have demonstrated tremendous potential for autonomously managing daily tasks through natural language instructions. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Fengxian Ji , Jingpu Yang , Zirui Song , Yuanxi Wang , Zhexuan Cui , Yuke Li , Qian Jiang , Miao Fang , Xiuying Chen

In recent years, spatial computing a.k.a. Extended Reality (XR) has emerged as a transformative technology, offering users immersive and interactive experiences across diversified virtual environments. Users can interact with XR apps…

Software Engineering · Computer Science 2025-10-02 Shuqing Li , Binchang Li , Yepang Liu , Cuiyun Gao , Jianping Zhang , Shing-Chi Cheung , Michael R. Lyu

Internet of Things (IoT) has become the most promising technology for service automation, monitoring, and interconnection, etc. However, the security and privacy issues caused by IoT arouse concerns. Recent research focuses on addressing…

Cryptography and Security · Computer Science 2020-06-30 Tianbo Gu , Zheng Fang , Allaukik Abhishek , Hao Fu , Pengfei Hu , Prasant Mohapatra

We present AutoGLM, a new series in the ChatGLM family, designed to serve as foundation agents for autonomous control of digital devices through Graphical User Interfaces (GUIs). While foundation models excel at acquiring human knowledge,…

Static bug detection tools help developers detect problems in the code, including bad programming practices and potential defects. Recent efforts to integrate static bug detectors in modern software development workflows, such as in code…

Software Engineering · Computer Science 2024-01-24 Junjie Li , Jinqiu Yang

Graphical User Interface (GUI) grounding - the task of mapping natural language instructions to screen coordinates - is essential for autonomous agents and accessibility technologies. Existing systems rely on monolithic models or one-shot…

Artificial Intelligence · Computer Science 2025-11-18 SeokJoo Kwak , Jihoon Kim , Boyoun Kim , Jung Jae Yoon , Wooseok Jang , Jeonghoon Hong , Jaeho Yang , Yeong-Dae Kwon

Graphical User Interfaces (GUIs) intensively rely on event-driven programming: widgets send GUI events, which capture users' interactions, to dedicated objects called controllers. Controllers implement several GUI listeners that handle…

Software Engineering · Computer Science 2017-03-28 Valéria Lelli , Arnaud Blouin , Benoit Baudry , Fabien Coulon , Olivier Beaudoux

Mobile gaze tracking involves inferring a user's gaze point or direction on a mobile device's screen from facial images captured by the device's front camera. While this technology inspires an increasing number of gaze-interaction…

Human-Computer Interaction · Computer Science 2025-05-30 Yaxiong Lei , Yuheng Wang , Fergus Buchanan , Mingyue Zhao , Yusuke Sugano , Shijing He , Mohamed Khamis , Juan Ye
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