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Desktop GUI agents operate under partial observability: visually similar screens can correspond to different underlying workflow states, so locally plausible actions can lead to sharply different outcomes. We frame this as a problem of…

Artificial Intelligence · Computer Science 2026-05-18 Michael Solodko , Justin Wagle

Evaluation of social robot navigation inherently requires human input due to its qualitative nature. Motivated by the need to scale human evaluation, we propose a general method for deploying interactive, rich-client robotic simulations on…

Robotics · Computer Science 2021-08-17 Nathan Tsoi , Mohamed Hussein , Olivia Fugikawa , J. D. Zhao , Marynel Vázquez

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

Virtual Reality (VR) is an emerging technique that provides a unique real-time experience for users. VR technologies have provided revolutionary user experiences in various scenarios (e.g., training, education, product/architecture design,…

Software Engineering · Computer Science 2022-11-04 Dhia Elhaq Rzig , Nafees Iqbal , Isabella Attisano , Xue Qin , Foyzul Hassan

The emergent large language/multimodal models facilitate the evolution of mobile agents, especially in mobile UI task automation. However, existing evaluation approaches, which rely on human validation or established datasets to compare…

Human-Computer Interaction · Computer Science 2024-08-05 Li Zhang , Shihe Wang , Xianqing Jia , Zhihan Zheng , Yunhe Yan , Longxi Gao , Yuanchun Li , Mengwei Xu

Humans build 3D understandings of the world through active object exploration, using jointly their senses of vision and touch. However, in 3D shape reconstruction, most recent progress has relied on static datasets of limited sensory data…

Computer Vision and Pattern Recognition · Computer Science 2021-10-27 Edward J. Smith , David Meger , Luis Pineda , Roberto Calandra , Jitendra Malik , Adriana Romero , Michal Drozdzal

Automotive user interface (AUI) evaluation becomes increasingly complex due to novel interaction modalities, driving automation, heterogeneous data, and dynamic environmental contexts. Immersive analytics may enable efficient explorations…

Human-Computer Interaction · Computer Science 2023-02-22 Pascal Jansen , Julian Britten , Alexander Häusele , Thilo Segschneider , Mark Colley , Enrico Rukzio

Existing online benchmarks for mobile GUI agents remain largely app-centric and task-homogeneous, failing to reflect the diversity and instability of real-world mobile usage. To this end, we introduce VenusBench-Mobile, a challenging online…

Human-Computer Interaction · Computer Science 2026-04-09 Yichen Gong , Zhuohan Cai , Sunhao Dai , Yuqi Zhou , Zhangxuan Gu , Changhua Meng , Shuheng Shen

Due to the competitive environment, mobile apps are usually produced under pressure with lots of complicated functionality and UI pages. Therefore, it is challenging for various roles to design, understand, test, and maintain these apps.…

Software Engineering · Computer Science 2023-08-22 Xiangyu Zhang , Lingling Fan , Sen Chen , Yucheng Su , Boyuan Li

Mobile service robots are increasingly prevalent in human-centric, real-world domains, operating autonomously in unconstrained indoor environments. In such a context, robotic vision plays a central role in enabling service robots to…

Robotics · Computer Science 2025-10-20 Michele Antonazzi , Matteo Luperto , N. Alberto Borghese , Nicola Basilico

Recently, there has been a growing interest in rescue robots due to their vital role in addressing emergency scenarios and providing crucial support in challenging or hazardous situations where human intervention is difficult. However, very…

Robotics · Computer Science 2025-05-19 Qianwen Zhao , Rajarshi Roy , Chad Spurlock , Kevin Lister , Long Wang

Reliable brain-computer interface (BCI) control of robots provides an intuitive and accessible means of human-robot interaction, particularly valuable for individuals with motor impairments. However, existing BCI-Robot systems face major…

Robotics · Computer Science 2025-11-10 Junzhe Wang , Jiarui Xie , Pengfei Hao , Zheng Li , Yi Cai

Recent advancements in deep learning have significantly improved visual quality inspection and predictive maintenance within industrial settings. However, deploying these technologies on low-resource edge devices poses substantial…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Truong Thanh Hung Nguyen , Phuc Truong Loc Nguyen , Hung Cao

Graphical User Interface (GUI) agents, powered by Large Foundation Models, have emerged as a transformative approach to automating human-computer interaction. These agents autonomously interact with digital systems or software applications…

Recent advances in Vision-Language Models (VLMs) facilitate a new class of embodied AI systems, where these models are integrated into physical platforms, e.g. robots and autonomous vehicles, to interpret visual scenes and execute natural…

Cryptography and Security · Computer Science 2026-05-20 Doguhuan Yeke , Yanming Zhou , Leo Y. Lin , Hongyu Cai , Antonio Bianchi , Z. Berkay Celik

Exploration in an unknown environment is the core functionality for mobile robots. Learning-based exploration methods, including convolutional neural networks, provide excellent strategies without human-designed logic for the feature…

Robotics · Computer Science 2016-10-10 Lei Tai , Ming Liu

Recent advances in Multimodal Large Language Models (MLLMs) have enabled their use as intelligent agents for smartphone operation. However, existing methods depend on the Android Debug Bridge (ADB) for data transmission and action…

Artificial Intelligence · Computer Science 2025-12-10 Haoyu Zhao , Weizhong Ding , Yuhao Yang , Zheng Tian , Linyi Yang , Kun Shao , Jun Wang

Automating GUI tasks remains challenging due to reliance on textual representations, platform-specific action spaces, and limited reasoning capabilities. We introduce Aguvis, a unified vision-based framework for autonomous GUI agents that…

Computation and Language · Computer Science 2025-05-06 Yiheng Xu , Zekun Wang , Junli Wang , Dunjie Lu , Tianbao Xie , Amrita Saha , Doyen Sahoo , Tao Yu , Caiming Xiong

In recent years we have witnessed an increasing number of interactive systems on handheld mobile devices which utilise gaze as a single or complementary interaction modality. This trend is driven by the enhanced computational power of these…

Human-Computer Interaction · Computer Science 2023-07-04 Yaxiong Lei , Shijing He , Mohamed Khamis , Juan Ye

Researchers are exploring Augmented Reality (AR) interfaces for online robot programming to streamline automation and user interaction in variable manufacturing environments. This study introduces an AR interface for online programming and…

Robotics · Computer Science 2024-06-06 Kaveh Malek , Claus Danielson , Fernando Moreu