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Related papers: UI-CUBE: Enterprise-Grade Computer Use Agent Bench…

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Computer-using agents have shown strong potential to boost human productivity and enable new application forms across platforms. While recent advances have led to usable applications, existing benchmarks fail to account for the internal…

Agents are rapidly advancing in automating digital work, but enterprises face a harder challenge: moving beyond prototypes to deployed systems that deliver measurable business value. This path is complicated by fragmented frameworks, slow…

Current mobile GUI agent benchmarks systematically fail to assess memory capabilities, with only 5.2-11.8% memory-related tasks and no cross-session learning evaluation. We introduce MemGUI-Bench, a comprehensive memory-centric benchmark…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-09 Guangyi Liu , Pengxiang Zhao , Yaozhen Liang , Qinyi Luo , Shunye Tang , Yuxiang Chai , Weifeng Lin , Han Xiao , WenHao Wang , Siheng Chen , Zhengxi Lu , Gao Wu , Hao Wang , Liang Liu , Yong Liu

Computer Use Agents (CUAs), autonomous systems that interact with software interfaces via browsers or virtual machines, are rapidly being deployed in consumer and enterprise environments. These agents introduce novel attack surfaces and…

Generative AI is being leveraged to solve a variety of computer-use tasks involving desktop applications. State-of-the-art systems have focused solely on improving accuracy on leading benchmarks. However, these systems are practically…

Artificial Intelligence · Computer Science 2026-05-19 Reyna Abhyankar , Qi Qi , Yiying Zhang

Modern web agents possess computer use abilities that allow them to interact with webpages by sending commands to a virtual keyboard and mouse. While such agents have considerable potential to assist human users with complex tasks,…

Artificial Intelligence · Computer Science 2025-07-25 Yixiao Song , Katherine Thai , Chau Minh Pham , Yapei Chang , Mazin Nadaf , Mohit Iyyer

Computer-using agents (CUAs) enable task completion through natural interaction with operating systems and software interfaces. While script-based verifiers are widely adopted for evaluation, they suffer from limited scalability and…

Software Engineering · Computer Science 2025-10-22 Haojia Lin , Xiaoyu Tan , Yulei Qin , Zihan Xu , Yuchen Shi , Zongyi Li , Gang Li , Shaofei Cai , Siqi Cai , Chaoyou Fu , Ke Li , Xing Sun

Graphical User Interface (GUI) agents have the potential to assist users in interacting with complex software (e.g., PowerPoint, Photoshop). While prior research has primarily focused on automating user actions through clicks and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Saelyne Yang , Jaesang Yu , Yi-Hao Peng , Kevin Qinghong Lin , Jae Won Cho , Yale Song , Juho Kim

Workspace learning requires AI agents to identify, reason over, exploit, and update explicit and implicit dependencies among heterogeneous files in a worker's workspace, enabling them to complete both routine and advanced tasks effectively.…

Long-horizon, repetitive workflows are common in professional settings, such as processing expense reports from receipts and entering student grades from exam papers. These tasks are often tedious for humans since they can extend to extreme…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Jing Wu , Daphne Barretto , Yiye Chen , Nicholas Gydé , Yanan Jian , Yuhang He , Vibhav Vineet

Computer-use agents (CUAs) can now autonomously complete complex tasks in real digital environments, but when misled, they can also be used to automate harmful actions programmatically. Existing safety evaluations largely target explicit…

Cryptography and Security · Computer Science 2026-04-20 Xuwei Ding , Skylar Zhai , Linxin Song , Jiate Li , Taiwei Shi , Nicholas Meade , Siva Reddy , Jian Kang , Jieyu Zhao

Recent progress in GUI agents has substantially improved visual grounding, yet robust planning remains challenging, particularly when the environment deviates from a canonical initial state. In real applications, users often invoke…

Artificial Intelligence · Computer Science 2026-05-26 Henry Hengyuan Zhao , Kaiming Yang , Wendi Yu , Difei Gao , Mike Zheng Shou

Vision-Language Models (VLMs) have enabled computer use agents (CUAs) that operate GUIs autonomously, showing great potential, yet progress is limited by the lack of large-scale, open-source computer use data and foundation models. In this…

Computer Using Agents (CUAs) are increasingly equipped with external tools, enabling them to perform complex and realistic tasks. For CUAs to operate effectively, application selection, which refers to deciding which application to use…

Maintaining reliable UI test suites in large-scale enterprise applications is a persistent and costly challenge. We present an industrial case study of a multi-agent autonomous testing system evaluated using anonymized execution data from a…

Software Engineering · Computer Science 2026-05-05 Hyukjoo Lee

Autonomous web agents solve complex browsing tasks, yet existing benchmarks measure only whether an agent finishes a task, ignoring whether it does so safely or in a way enterprises can trust. To integrate these agents into critical…

Artificial Intelligence · Computer Science 2026-03-03 Ido Levy , Ben Wiesel , Sami Marreed , Alon Oved , Avi Yaeli , Segev Shlomov

Computer-use agents (CUAs) that interact with real computer systems can perform automated tasks but face critical safety risks. Ambiguous instructions may trigger harmful actions, and adversarial users can manipulate tool execution to…

Artificial Intelligence · Computer Science 2026-02-04 Tianyu Chen , Chujia Hu , Ge Gao , Dongrui Liu , Xia Hu , Wenjie Wang

Real-world enterprise data intelligence workflows encompass data engineering that turns raw sources into analytical-ready tables and data analysis that convert those tables into decision-oriented insights. We introduce DAComp, a benchmark…

Computation and Language · Computer Science 2025-12-05 Fangyu Lei , Jinxiang Meng , Yiming Huang , Junjie Zhao , Yitong Zhang , Jianwen Luo , Xin Zou , Ruiyi Yang , Wenbo Shi , Yan Gao , Shizhu He , Zuo Wang , Qian Liu , Yang Wang , Ke Wang , Jun Zhao , Kang Liu

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

Autonomous agents powered by multimodal large language models have been developed to facilitate task execution on mobile devices. However, prior work has predominantly focused on atomic tasks -- such as shot-chain execution tasks and…

Computation and Language · Computer Science 2025-06-11 Yuan Guo , Tingjia Miao , Zheng Wu , Pengzhou Cheng , Ming Zhou , Zhuosheng Zhang