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Ambiguity is ubiquitous in human communication. Previous approaches in Human-Robot Interaction (HRI) have often relied on predefined interaction templates, leading to reduced performance in realistic and open-ended scenarios. To address…

Robotics · Computer Science 2023-10-19 Hanbo Zhang , Jie Xu , Yuchen Mo , Tao Kong

GUI agent aims to enable automated operations on Mobile/PC devices, which is an important task toward achieving artificial general intelligence. The rapid advancement of VLMs accelerates the development of GUI agents, owing to their…

Computer Vision and Pattern Recognition · Computer Science 2025-09-01 Zhixiong Zeng , Jing Huang , Liming Zheng , Wenkang Han , Yufeng Zhong , Lei Chen , Longrong Yang , Yingjie Chu , Yuzhi He , Lin Ma

Recently, there has been a surge of vision-based GUI agents designed to automate everyday mobile and web tasks. These agents interpret raw GUI screenshots and autonomously decide where to click, scroll, or type, which bypasses handcrafted…

Machine Learning · Computer Science 2025-07-09 Yucheng Shi , Wenhao Yu , Zaitang Li , Yonglin Wang , Hongming Zhang , Ninghao Liu , Haitao Mi , Dong Yu

We present a new problem: grounding natural language instructions to mobile user interface actions, and create three new datasets for it. For full task evaluation, we create PIXELHELP, a corpus that pairs English instructions with actions…

Computation and Language · Computer Science 2020-06-08 Yang Li , Jiacong He , Xin Zhou , Yuan Zhang , Jason Baldridge

Graphical User Interface (GUI) agents show amazing abilities in assisting human-computer interaction, automating human user's navigation on digital devices. An ideal GUI agent is expected to achieve high accuracy, low latency, and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Zhiyuan Huang , Ziming Cheng , Junting Pan , Zhaohui Hou , Mingjie Zhan

The Graphical User Interface (GUI) plays a central role in mobile applications, directly affecting usability and user satisfaction. Poor GUI performance, such as lag or unresponsiveness, can lead to negative user experience and decreased…

Software Engineering · Computer Science 2025-02-07 Wei Liu , Feng Lin , Linqiang Guo , Tse-Hsun Chen , Ahmed E. Hassan

One of the principal challenges in building VLM-powered GUI agents is visual grounding, i.e., localizing the appropriate screen region for action execution based on both the visual content and the textual plans. Most existing work…

Scrolling mechanism is used to display and edit large documents in a limited screen space or window. The scrolling mechanism may include a vertical scroll bar or a horizontal scroll bar or both to move the contents of the documents up and…

Human-Computer Interaction · Computer Science 2014-04-29 Umakant Mishra

Graphical User Interface (GUI) agents have gained substantial attention due to their impressive capabilities to complete tasks through multiple interactions within GUI environments. However, existing agents primarily focus on enhancing the…

Computation and Language · Computer Science 2025-05-28 Qinzhuo Wu , Pengzhi Gao , Wei Liu , Jian Luan

Graphical User Interface (GUI) Agents, powered by multimodal large language models (MLLMs), have shown great potential for task automation on computing devices such as computers and mobile phones. However, existing agents face challenges in…

Artificial Intelligence · Computer Science 2025-01-09 Yuhang Liu , Pengxiang Li , Zishu Wei , Congkai Xie , Xueyu Hu , Xinchen Xu , Shengyu Zhang , Xiaotian Han , Hongxia Yang , Fei Wu

Utilization of the Internet in our everyday lives has made us vulnerable in terms of privacy and security of our data and systems. Therefore, there is a pressing need to protect our data and systems by improving authentication mechanisms,…

Cryptography and Security · Computer Science 2024-05-03 Simon Khan , Charles Devlen , Michael Manno , Daqing Hou

User experience research often uses surveys and interviews, which may miss subconscious user interactions. This study explores eye-tracking and biometric feedback as tools to assess user engagement and cognitive load in digital interfaces.…

Human-Computer Interaction · Computer Science 2025-05-29 Aaditya Shankar Majumder

Complex visual interfaces are powerful yet have a steep learning curve, as users must navigate feature-rich visual interfaces while reasoning about domain-specific operations. Existing approaches either deliver assistance through a separate…

Human-Computer Interaction · Computer Science 2026-04-17 Pan Hao , Rishi Selvakumaran , Jacob Sun , Qianwen Wang

Interactive systems are omnipresent today and the need to create graphical user interfaces (GUIs) is just as ubiquitous. For the elicitation and validation of requirements, GUI prototyping is a well-known and effective technique, typically…

Software Engineering · Computer Science 2024-06-13 Kristian Kolthoff , Felix Kretzer , Christian Bartelt , Alexander Maedche , Simone Paolo Ponzetto

The recent progress of large language model agents has opened new possibilities for automating tasks through graphical user interfaces (GUIs), especially in mobile environments where intelligent interaction can greatly enhance usability.…

Referring expression grounding is a core problem in visual grounding and is widely used as a diagnostic of spatial grounding and reasoning in vision and language models, yet most prior work focuses on natural images. In contrast, existing…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Tianhao Niu , Ziyu Han , Qingfu Zhu , Wanxiang Che

Exploratory GUI testing is a particularly demanding setting for MLLM agents: without predefined test scripts, an agent must autonomously navigate an application and discover defects through its own interaction. However, current evaluation…

Software Engineering · Computer Science 2026-05-29 Xiaoyi Chen , Yifei Gao , Yang Xu , Xingxing Song , Yi Zhang , Jitao Sang

The development of autonomous agents for graphical user interfaces (GUIs) presents major challenges in artificial intelligence. While recent advances in native agent models have shown promise by unifying perception, reasoning, action, and…

Artificial Intelligence · Computer Science 2025-09-08 Haoming Wang , Haoyang Zou , Huatong Song , Jiazhan Feng , Junjie Fang , Junting Lu , Longxiang Liu , Qinyu Luo , Shihao Liang , Shijue Huang , Wanjun Zhong , Yining Ye , Yujia Qin , Yuwen Xiong , Yuxin Song , Zhiyong Wu , Aoyan Li , Bo Li , Chen Dun , Chong Liu , Daoguang Zan , Fuxing Leng , Hanbin Wang , Hao Yu , Haobin Chen , Hongyi Guo , Jing Su , Jingjia Huang , Kai Shen , Kaiyu Shi , Lin Yan , Peiyao Zhao , Pengfei Liu , Qinghao Ye , Renjie Zheng , Shulin Xin , Wayne Xin Zhao , Wen Heng , Wenhao Huang , Wenqian Wang , Xiaobo Qin , Yi Lin , Youbin Wu , Zehui Chen , Zihao Wang , Baoquan Zhong , Xinchun Zhang , Xujing Li , Yuanfan Li , Zhongkai Zhao , Chengquan Jiang , Faming Wu , Haotian Zhou , Jinlin Pang , Li Han , Qi Liu , Qianli Ma , Siyao Liu , Songhua Cai , Wenqi Fu , Xin Liu , Yaohui Wang , Zhi Zhang , Bo Zhou , Guoliang Li , Jiajun Shi , Jiale Yang , Jie Tang , Li Li , Qihua Han , Taoran Lu , Woyu Lin , Xiaokang Tong , Xinyao Li , Yichi Zhang , Yu Miao , Zhengxuan Jiang , Zili Li , Ziyuan Zhao , Chenxin Li , Dehua Ma , Feng Lin , Ge Zhang , Haihua Yang , Hangyu Guo , Hongda Zhu , Jiaheng Liu , Junda Du , Kai Cai , Kuanye Li , Lichen Yuan , Meilan Han , Minchao Wang , Shuyue Guo , Tianhao Cheng , Xiaobo Ma , Xiaojun Xiao , Xiaolong Huang , Xinjie Chen , Yidi Du , Yilin Chen , Yiwen Wang , Zhaojian Li , Zhenzhu Yang , Zhiyuan Zeng , Chaolin Jin , Chen Li , Hao Chen , Haoli Chen , Jian Chen , Qinghao Zhao , Guang Shi

Current benchmarks for graphical user interface (GUI) agents predominantly rely on static screenshots. However, real-world smartphone interaction routinely requires agents to process transient audio cues and temporal video dynamics that are…

Human-Computer Interaction · Computer Science 2026-05-20 Felix Henry , Xiaochen Lin , Jiangyou Zhu , Yangfan , Bingqian Zhang , Min Chen , Shiyu Huang

Graphical User Interface (GUI) agents are autonomous systems that interpret and generate actions, enabling intelligent user assistance and automation. Effective training of these agent presents unique challenges, such as sparsity in…

Computation and Language · Computer Science 2025-03-28 Yiqiao Jin , Stefano Petrangeli , Yu Shen , Gang Wu