English
Related papers

Related papers: Falcon-UI: Understanding GUI Before Following User…

200 papers

Recent advances of foundation models (FMs) have made navigating mobile applications (apps) based on high-level goal instructions within reach, with significant industrial applications such as UI testing. While existing benchmarks evaluate…

To achieve successful assistance with long-horizon web-based tasks, AI agents must be able to sequentially follow real-world user instructions over a long period. Unlike existing web-based agent benchmarks, sequential instruction following…

Artificial Intelligence · Computer Science 2025-12-02 Suyu Ye , Haojun Shi , Darren Shih , Hyokun Yun , Tanya Roosta , Tianmin Shu

Graphical User Interface (GUI) is ubiquitous in almost all modern desktop software, mobile applications, and online websites. A good GUI design is crucial to the success of the software in the market, but designing a good GUI which requires…

Human-Computer Interaction · Computer Science 2021-02-02 Tianming Zhao , Chunyang Chen , Yuanning Liu , Xiaodong Zhu

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

The interaction context (or environment) is key to any HCI task and especially to adaptive user interfaces (AUIs), since it represents the conditions under which users interact with computers. Unfortunately, there are currently no formal…

Human-Computer Interaction · Computer Science 2022-04-01 Mateusz Dubiel , Bereket Abera Yilma , Kayhan Latifzadeh , Luis A. Leiva

Automated input generators are widely used for large-scale dynamic analysis of mobile apps. Such input generators must constantly choose which UI element to interact with and how to interact with it, in order to achieve high coverage with a…

Software Engineering · Computer Science 2021-01-01 Yuanchun Li , Ziyue Yang , Yao Guo , Xiangqun Chen

AI agents have drawn increasing attention mostly on their ability to perceive environments, understand tasks, and autonomously achieve goals. To advance research on AI agents in mobile scenarios, we introduce the Android Multi-annotation…

Human-Computer Interaction · Computer Science 2025-08-15 Yuxiang Chai , Siyuan Huang , Yazhe Niu , Han Xiao , Liang Liu , Dingyu Zhang , Shuai Ren , Hongsheng Li

Graphical User Interface (GUI) agents show promising capabilities for automating computer-use tasks and facilitating accessibility, but existing interactive benchmarks are mostly English-only, covering web-use or Windows, Linux, and Android…

Artificial Intelligence · Computer Science 2025-10-21 Pei Yang , Hai Ci , Mike Zheng Shou

Mobile Graphical User Interface (GUI) agents aim to autonomously complete tasks within or across apps based on user instructions. While recent Multimodal Large Language Models (MLLMs) enable these agents to interpret UI screens and perform…

Artificial Intelligence · Computer Science 2025-11-20 Linqiang Guo , Wei Liu , Yi Wen Heng , Tse-Hsun , Chen , Yang Wang

GUI grounding aims to align natural language instructions with precise regions in complex user interfaces. Advanced multimodal large language models show strong ability in visual GUI grounding but still struggle with small or visually…

Artificial Intelligence · Computer Science 2025-12-02 Aiden Yiliu Li , Bizhi Yu , Daoan Lei , Tianhe Ren , Shilong Liu

While Graphical User Interface (GUI) agents have shown promising performance in automated device interaction, they primarily depend on static parametric knowledge from pre-training or instruction tuning. This reliance fundamentally limits…

Artificial Intelligence · Computer Science 2026-05-19 Jingjing Liu , Ziye Huang , Zihao Cheng , Zeming Liu , Jiahong Wu , Yuhang Guo , Kehai Chen , Yunhong Wang , Haifeng Wang

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

Automated GUI agents aims to facilitate user interaction by automatically performing complex tasks in digital environments, such as web, mobile, desktop devices. It receives textual task instruction and GUI description to generate…

Artificial Intelligence · Computer Science 2025-05-02 Jing Huang , Zhixiong Zeng , Wenkang Han , Yufeng Zhong , Liming Zheng , Shuai Fu , Jingyuan Chen , Lin Ma

Vision-language model based graphical user interface (GUI) agents have shown strong interaction capabilities. However, they often behave unfaithfully, relying on memorized shortcuts rather than grounding actions in displayed screen evidence…

Artificial Intelligence · Computer Science 2026-05-05 Haowen Hu , Pengzhou Cheng , Zheng Wu , Lingzhong Dong , Gongshen Liu , Zhuosheng Zhang

Computer-use agents face a fundamental limitation. They rely exclusively on primitive GUI actions (click, type, scroll), creating brittle execution chains prone to cascading failures. While API-driven agents harness rich capabilities…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Yuhao Yang , Zhen Yang , Zi-Yi Dou , Anh Nguyen , Keen You , Omar Attia , Andrew Szot , Michael Feng , Ram Ramrakhya , Alexander Toshev , Chao Huang , Yinfei Yang , Zhe Gan

With the popularity of smartphones and tablets, users have become accustomed to using different devices for different tasks, such as using their phones to play games and tablets to watch movies. To conquer the market, one app is often…

Human-Computer Interaction · Computer Science 2023-11-07 Han Hu , Haolan Zhan , Yujin Huang , Di Liu

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

The field of eXplainable Artificial Intelligence (XAI) is increasingly recognizing the need to personalize and/or interactively adapt the explanation to better reflect users' explanation needs. While dialogue-based approaches to XAI have…

Machine Learning · Computer Science 2024-08-15 Dimitry Mindlin , Amelie Sophie Robrecht , Michael Morasch , Philipp Cimiano

We present Agent S, an open agentic framework that enables autonomous interaction with computers through a Graphical User Interface (GUI), aimed at transforming human-computer interaction by automating complex, multi-step tasks. Agent S…

Artificial Intelligence · Computer Science 2024-10-11 Saaket Agashe , Jiuzhou Han , Shuyu Gan , Jiachen Yang , Ang Li , Xin Eric Wang

Recommender systems take inputs from user history, use an internal ranking algorithm to generate results and possibly optimize this ranking based on feedback. However, often the recommender system is unaware of the actual intent of the user…

Information Retrieval · Computer Science 2017-11-30 Biswarup Bhattacharya , Iftikhar Burhanuddin , Abhilasha Sancheti , Kushal Satya