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With the deep integration of artificial intelligence and interactive technology, Graphical User Interface (GUI) Agent, as the carrier connecting goal-oriented natural language and real-world devices, has received widespread attention from…

Artificial Intelligence · Computer Science 2025-11-13 Leyang Yang , Ziwei Wang , Xiaoxuan Tang , Sheng Zhou , Dajun Chen , Wei Jiang , Yong Li

Contemporary GUI agents, while increasingly capable due to advances in Large Vision-Language Models (VLMs), often operate with a critical limitation: they treat each task in isolation, lacking a mechanism to systematically learn from past…

Artificial Intelligence · Computer Science 2026-04-13 Runze Li , Yuwen Zhai , Bo Xu , LiWu Xu , Nian Shi , Wei Zhang , Ran Lin , Liang Wang

Mobile GUI agents can automate smartphone tasks by interacting directly with app interfaces, but how they should communicate with users during execution remains underexplored. Existing systems rely on two extremes: foreground execution,…

Human-Computer Interaction · Computer Science 2026-04-24 Jeonghyeon Kim , Byeongjun Joung , Junwon Lee , Joohyung Lee , Taehoon Min , Sunjae Lee

Spoken dialogue systems allow humans to interact with machines using natural speech. As such, they have many benefits. By using speech as the primary communication medium, a computer interface can facilitate swift, human-like acquisition of…

Computation and Language · Computer Science 2016-09-12 Milica Gasic , Nikola Mrksic , Lina M. Rojas-Barahona , Pei-Hao Su , Stefan Ultes , David Vandyke , Tsung-Hsien Wen , Steve Young

How to build and use dialogue data efficiently, and how to deploy models in different domains at scale can be two critical issues in building a task-oriented dialogue system. In this paper, we propose a novel manual-guided dialogue scheme…

Computation and Language · Computer Science 2022-08-17 Ryuichi Takanobu , Hao Zhou , Yankai Lin , Peng Li , Jie Zhou , Minlie Huang

The development of high-quality datasets is crucial for benchmarking and advancing research in Graphical User Interface (GUI) agents. Despite their importance, existing datasets are often constructed under idealized conditions, overlooking…

Artificial Intelligence · Computer Science 2025-06-18 Jingqi Yang , Zhilong Song , Jiawei Chen , Mingli Song , Sheng Zhou , linjun sun , Xiaogang Ouyang , Chun Chen , Can Wang

Computer Use Agents (CUAs) can act through both atomic GUI actions, such as click and type, and high-level tool calls, such as API-based file operations, but this hybrid action space often leaves them uncertain about when to continue with…

Artificial Intelligence · Computer Science 2026-05-13 Xuhao Hu , Xi Zhang , Haiyang Xu , Kyle Qiao , Jingyi Yang , Xuanjing Huang , Jing Shao , Ming Yan , Jieping Ye

Graphical User Interface (GUI) agents show great potential for enabling foundation models to complete real-world tasks, revolutionizing human-computer interaction and improving human productivity. In this report, we present OmegaUse, a…

Advances in large language models (LLMs) and real-time speech recognition now make it possible to issue any graphical user interface (GUI) action through natural language and receive the corresponding system response directly through the…

Human-Computer Interaction · Computer Science 2025-10-10 Hans G. W. van Dam

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

Humans can collaborate and complete tasks based on visual signals and instruction from the environment. Training such a robot is difficult especially due to the understanding of the instruction and the complicated environment. Previous…

Artificial Intelligence · Computer Science 2023-05-12 Kairui Zhou

We describe an architecture for implementing spoken natural language dialogue interfaces to semi-autonomous systems, in which the central idea is to transform the input speech signal through successive levels of representation corresponding…

Computation and Language · Computer Science 2007-05-23 Manny Rayner , Beth Ann Hockey , Frankie James

Understanding human instructions is essential for enabling smooth human-robot interaction. In this work, we focus on object grounding, i.e., localizing an object of interest in a visual scene (e.g., an image) based on verbal human…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Joel Alberto Santos , Zongwei Wu , Xavier Alameda-Pineda , Radu Timofte

AI agents that take actions in their environment autonomously over extended time horizons require robust governance interventions to curb their potentially consequential risks. Prior proposals for governing AI agents primarily target…

Computers and Society · Computer Science 2025-12-02 K. J. Kevin Feng , Tae Soo Kim , Rock Yuren Pang , Faria Huq , Tal August , Amy X. Zhang

Large Multimodal Models (LMMs) have recently emerged as promising backbones for GUI-agent models, where high-resolution GUI screenshots are introduced to the prompts at each iteration step. However, these screenshots exhibit highly…

Artificial Intelligence · Computer Science 2026-05-20 Yuankai Li , Tinghui Zhu , Ha Min Son , Zhe Zhao , Xin Liu , Muhao Chen

Training dialog policies for speech-based virtual assistants requires a plethora of conversational data. The data collection phase is often expensive and time consuming due to human involvement. To address this issue, a common solution is…

Computation and Language · Computer Science 2019-11-11 Maryam Fazel-Zarandi , Longshaokan Wang , Aditya Tiwari , Spyros Matsoukas

Computer use agents automate digital tasks by directly interacting with graphical user interfaces (GUIs) on computers and mobile devices, offering significant potential to enhance human productivity by completing an open-ended space of user…

Artificial Intelligence · Computer Science 2025-04-02 Saaket Agashe , Kyle Wong , Vincent Tu , Jiachen Yang , Ang Li , Xin Eric Wang

Speech synthesis is used in a wide variety of industries. Nonetheless, it always sounds flat or robotic. The state of the art methods that allow for prosody control are very cumbersome to use and do not allow easy tuning. To tackle some of…

Sound · Computer Science 2021-10-08 Enrique Hortal , Rodrigo Brechard Alarcia

Along with the rapid development of information technology, the amount of information generated at a given time far exceeds human's ability to organize, search, and manipulate without the help of automatic systems. Now a days so many tools…

Information Retrieval · Computer Science 2013-05-08 Urmila Shrawankar , Anjali Mahajan

We introduce GUI-360$^\circ$, a large-scale, comprehensive dataset and benchmark suite designed to advance computer-using agents (CUAs). CUAs present unique challenges and is constrained by three persistent gaps: a scarcity of real-world…

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