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Related papers: Using GUI Agent for Electronic Design Automation

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We introduce the concept of "Design Agents" for engineering applications, particularly focusing on the automotive design process, while emphasizing that our approach can be readily extended to other engineering and design domains. Our…

Artificial Intelligence · Computer Science 2025-12-04 Mohamed Elrefaie , Janet Qian , Raina Wu , Qian Chen , Angela Dai , Faez Ahmed

Evaluating GUI agents presents a distinct challenge: trajectories are long, visually grounded, and open-ended, yet evaluation must be both accurate and interpretable. Existing approaches typically apply a single holistic judgment over the…

Artificial Intelligence · Computer Science 2026-04-07 Yuwen Zhai , Runze Li , Liang Wang , Nian Shi , Liwu Xu , Wei Zhang , Ran Lin , Bo Xu , Benlei Cui

Agents for computer use (ACUs) are an emerging class of systems capable of executing complex tasks on digital devices -- such as desktops, mobile phones, and web platforms -- given instructions in natural language. These agents can automate…

The recently released model, Claude 3.5 Computer Use, stands out as the first frontier AI model to offer computer use in public beta as a graphical user interface (GUI) agent. As an early beta, its capability in the real-world complex…

Artificial Intelligence · Computer Science 2024-11-18 Siyuan Hu , Mingyu Ouyang , Difei Gao , Mike Zheng Shou

Usability testing with experts and potential users can assess the effectiveness, efficiency, and user satisfaction of graphical user interfaces (GUIs) but doing so remains a costly and time-intensive process. Prior work has used computer…

Computation and Language · Computer Science 2026-04-30 Alice Gao , Weixi Tong , Rishab Vempati , Katharina Reinecke , R. Benjamin Shapiro , Tianyi Zhang , Jason Wu

Computer-use agents (CUAs) hold the promise of performing a wide variety of general tasks, but current evaluations have primarily focused on simple scenarios. It therefore remains unclear whether such generalist agents can automate more…

Software Engineering · Computer Science 2025-10-06 Pranjal Aggarwal , Sean Welleck

Graphical User Interface (GUI) automation holds significant promise for enhancing human productivity by assisting with computer tasks. Existing task formulations primarily focus on simple tasks that can be specified by a single,…

Computer Vision and Pattern Recognition · Computer Science 2024-06-17 Kevin Qinghong Lin , Linjie Li , Difei Gao , Qinchen WU , Mingyi Yan , Zhengyuan Yang , Lijuan Wang , Mike Zheng Shou

Computer-use agents (CUAs) hold great promise for automating complex desktop workflows, yet progress toward general-purpose agents is bottlenecked by the scarcity of continuous, high-quality human demonstration videos. Recent work…

Machine Learning · Computer Science 2026-03-26 Xiangru Jian , Shravan Nayak , Kevin Qinghong Lin , Aarash Feizi , Kaixin Li , Patrice Bechard , Spandana Gella , Sai Rajeswar

As general intelligent agents are poised for widespread deployment in diverse households, evaluation tailored to each unique unseen 3D environment has become a critical prerequisite. However, existing benchmarks suffer from severe data…

Artificial Intelligence · Computer Science 2026-02-06 Xinyi He , Ying Yang , Chuanjian Fu , Sihan Guo , Songchun Zhu , Lifeng Fan , Zhenliang Zhang , Yujia Peng

Autonomous graphical user interface (GUI) agents aim to facilitate task automation by interacting with the user interface without manual intervention. Recent studies have investigated eliciting the capabilities of large language models…

Computation and Language · Computer Science 2024-06-10 Zhuosheng Zhang , Aston Zhang

The semiconductor industry faces a critical "Productivity Gap" where design complexity outpaces human capacity. While the "AI for EDA" revolution (L2) successfully optimized specific point problems, a paradigm shift toward Agentic EDA (L3)…

Systems and Control · Electrical Eng. & Systems 2026-02-10 Zelin Zang , Yuhang Song , Aili Wang , Bingo Wing-Kuen Ling , Qi Sun , Zhen Lei , Fuji Yang , Cheng Zhuo , Jiebo Luo

As GUI agents increasingly rely on screenshots to perceive and operate digital environments, they may inadvertently expose sensitive information such as identities, accounts, locations, and behavioral traces. While existing benchmarks…

Cryptography and Security · Computer Science 2026-05-14 Yanxi Wang , Zhiling Zhang , Wenbo Zhou , Weiming Zhang , Jie Zhang , Qiannan Zhu , Yu Shi , Shuxin Zheng , Jiyan He

Electronic Design Automation (EDA) remains heavily reliant on tool command language (Tcl) scripting to drive complex RTL-to-GDSII flows. This scripting-based paradigm is labor-intensive, error-prone, and difficult to scale across large…

Artificial Intelligence · Computer Science 2026-02-25 Yiyi Lu , Hoi Ian Au , Junyao Zhang , Jingyu Pan , Guanglei Zhou , Yiting Wang , Jingwei Sun , Ang Li , Jianyi Zhang , Hai Li , Yiran Chen

Graphical User Interface (GUI) agents have emerged as a promising paradigm for intelligent systems that perceive and interact with graphical interfaces visually. Yet supervised fine-tuning alone cannot handle long-horizon credit assignment,…

Artificial Intelligence · Computer Science 2026-05-01 Junan Hu , Jian Liu , Jingxiang Lai , Jiarui Hu , Yiwei Sheng , Shuang Chen , Jian Li , Dazhao Du , Song Guo

Modern GUI agents typically rely on a model-centric and step-wise interaction paradigm, where LLMs must re-interpret the UI and re-decide actions at every screen, which is fragile in long-horizon tasks. In this paper, we propose Executable…

Artificial Intelligence · Computer Science 2026-05-13 Zerui Qin , Sheng Yue , Xingyuan Hua , Yongjian Fu , Ju Ren

Building autonomous agents that perceive and operate graphical user interfaces (GUIs) like humans has long been a vision in the field of artificial intelligence. Central to these agents is the capability for GUI interaction, which involves…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Hongxin Li , Jingran Su , Jingfan Chen , Zheng Ju , Yuntao Chen , Qing Li , Zhaoxiang Zhang

Autonomous agents capable of navigating Graphical User Interfaces (GUIs) hold the potential to revolutionize digital productivity. However, achieving true digital autonomy extends beyond reactive element matching; it necessitates a…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Hongxin Li , Xiping Wang , Jingran Su , Zheng Ju , Yuntao Chen , Qing Li , Zhaoxiang Zhang

With the rapid advancement of generative artificial intelligence technology, Graphical User Interface (GUI) agents have demonstrated tremendous potential for autonomously managing daily tasks through natural language instructions. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Fengxian Ji , Jingpu Yang , Zirui Song , Yuanxi Wang , Zhexuan Cui , Yuke Li , Qian Jiang , Miao Fang , Xiuying Chen

Autonomous agents that operate computers via Graphical User Interfaces (GUIs) often struggle with efficiency and reliability on complex, long-horizon tasks. While augmenting these agents with planners can improve task decomposition, they…

Computation and Language · Computer Science 2026-02-23 Linxin Song , Yutong Dai , Viraj Prabhu , Jieyu Zhang , Taiwei Shi , Li Li , Junnan Li , Silvio Savarese , Zeyuan Chen , Jieyu Zhao , Ran Xu , Caiming Xiong

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