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Nowadays, research on GUI agents is a hot topic in the AI community. However, current research focuses on GUI task automation, limiting the scope of applications in various GUI scenarios. In this paper, we propose a formalized and…

Artificial Intelligence · Computer Science 2024-12-25 Kangjia Zhao , Jiahui Song , Leigang Sha , Haozhan Shen , Zhi Chen , Tiancheng Zhao , Xiubo Liang , Jianwei Yin

Recent advancements in Large Generative Models (LGMs) have revolutionized multi-modal generation. However, generating illustrated storybooks remains an open challenge, where prior works mainly decompose this task into separate stages, and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Bo Gao , Chang Liu , Yuyang Miao , Siyuan Ma , Ser-Nam Lim

With the rapid progress of multimodal large language models, operating system (OS) agents become increasingly capable of automating tasks through on-device graphical user interfaces (GUIs). However, most existing OS agents are designed for…

Computation and Language · Computer Science 2026-04-06 Zheng Wu , Heyuan Huang , Xingyu Lou , Xiangmou Qu , Pengzhou Cheng , Zongru Wu , Weiwen Liu , Weinan Zhang , Jun Wang , Zhaoxiang Wang , Zhuosheng Zhang

The grand aim of having a single robot that can manipulate arbitrary objects in diverse settings is at odds with the paucity of robotics datasets. Acquiring and growing such datasets is strenuous due to manual efforts, operational costs,…

Robotics · Computer Science 2023-09-06 Homanga Bharadhwaj , Jay Vakil , Mohit Sharma , Abhinav Gupta , Shubham Tulsiani , Vikash Kumar

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

With the advancement of multimodal large language models (MLLMs), building GUI agent systems has become an increasingly promising direction--especially for mobile platforms, given their rich app ecosystems and intuitive touch interactions.…

Artificial Intelligence · Computer Science 2026-02-10 Yangqin Jiang , Chao Huang

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,…

Graphical User Interface (GUI) agents extend large language models from text generation to action execution in real-world digital environments. Unlike conversational systems, GUI agents perform irreversible operations such as submitting…

Machine Learning · Computer Science 2026-02-25 Yucheng Shi , Wenhao Yu , Jingyuan Huang , Wenlin Yao , Wenhu Chen , Ninghao Liu

The rapid evolution of wireless networks presents unprecedented challenges in managing complex and dynamic systems. Existing methods are increasingly facing fundamental limitations in addressing these challenges. In this paper, we introduce…

Signal Processing · Electrical Eng. & Systems 2025-05-05 Jingwen Tong , Wei Guo , Jiawei Shao , Qiong Wu , Zijian Li , Zehong Lin , Jun Zhang

The advancement of Large Language Models (LLMs) and Multimodal Large Language Models (MLLMs) has catalyzed the development of mobile graphic user interface (GUI) AI agents, which is designed to autonomously perform tasks on mobile devices.…

Emerging 6G networks rely on complex cross-layer optimization, yet manually translating high-level intents into mathematical formulations remains a bottleneck. While Large Language Models (LLMs) offer promise, monolithic approaches often…

Artificial Intelligence · Computer Science 2026-01-28 Haoyun Li , Ming Xiao , Kezhi Wang , Robert Schober , Dong In Kim , Yong Liang Guan

GUI agents drive applications through their visual interfaces instead of programmatic APIs, interacting with arbitrary software via taps, swipes, and keystrokes, reaching a long tail of applications that CLI-based agents cannot. Yet…

Machine Learning · Computer Science 2026-04-14 Fei Tang , Zhiqiong Lu , Boxuan Zhang , Weiming Lu , Jun Xiao , Yueting Zhuang , Yongliang Shen

With the rapid development of mobile intelligent assistant technologies, multi-modal AI assistants have become essential interfaces for daily user interactions. However, current evaluation methods face challenges including high manual…

Artificial Intelligence · Computer Science 2025-10-22 Meiping Wang , Jian Zhong , Rongduo Han , Liming Kang , Zhengkun Shi , Xiao Liang , Xing Lin , Nan Gao , Haining Zhang

Mobile device operation tasks are increasingly becoming a popular multi-modal AI application scenario. Current Multi-modal Large Language Models (MLLMs), constrained by their training data, lack the capability to function effectively as…

Computation and Language · Computer Science 2024-06-04 Junyang Wang , Haiyang Xu , Haitao Jia , Xi Zhang , Ming Yan , Weizhou Shen , Ji Zhang , Fei Huang , Jitao Sang

While GUI agents have shown strong performance under explicit and completion instructions, real-world deployment requires aligning with users' more complex implicit intents. In this work, we highlight Hierarchical Implicit Intent Alignment…

Artificial Intelligence · Computer Science 2026-05-14 Yibo Lyu , Gongwei Chen , Rui Shao , Weili Guan , Liqiang Nie

The rapid evolution of sophisticated cyberattacks has strained modern Security Operations Centers (SOC), which traditionally rely on rule-based or signature-driven detection systems. These legacy frameworks often generate high volumes of…

Cryptography and Security · Computer Science 2026-03-03 Chuanming Tang , Ling Qing , Shifeng Chen

Hand-drawn sketches are a natural and efficient medium for capturing and conveying ideas. Despite significant advancements in controllable natural image generation, translating freehand sketches into structured, machine-readable diagrams…

Artificial Intelligence · Computer Science 2025-08-05 Cheng Tan , Qi Chen , Jingxuan Wei , Gaowei Wu , Zhangyang Gao , Siyuan Li , Bihui Yu , Ruifeng Guo , Stan Z. Li

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 graphical user interface (GUI) agents enable AI models to autonomously operate smartphones on behalf of users. However, most existing systems focus primarily on optimizing task accuracy and rely on cloud-hosted models for inference,…

Artificial Intelligence · Computer Science 2026-05-27 Runxi Huang , Liyu Zhang , Shengzhong Liu , Xiaomin Ouyang

The rapid development of generative artificial intelligence (GenAI) presents new opportunities to advance the cartographic process. Previous studies have either overlooked the artistic aspects of maps or faced challenges in creating both…

Human-Computer Interaction · Computer Science 2025-05-16 Chenglong Wang , Yuhao Kang , Zhaoya Gong , Pengjun Zhao , Yu Feng , Wenjia Zhang , Ge Li
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