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Video Question Answering (VQA) inherently relies on multimodal reasoning, integrating visual, temporal, and linguistic cues to achieve a deeper understanding of video content. However, many existing methods rely on feeding frame-level…

Computer Vision and Pattern Recognition · Computer Science 2025-05-01 Noriyuki Kugo , Xiang Li , Zixin Li , Ashish Gupta , Arpandeep Khatua , Nidhish Jain , Chaitanya Patel , Yuta Kyuragi , Yasunori Ishii , Masamoto Tanabiki , Kazuki Kozuka , Ehsan Adeli

Visual content creation tasks demand a nuanced understanding of design conventions and creative workflows-capabilities challenging for general models, while workflow-based agents lack specialized knowledge for autonomous creative planning.…

Computer Vision and Pattern Recognition · Computer Science 2026-03-04 Jinxiang Lai , Zexin Lu , Jiajun He , Rongwei Quan , Wenzhe Zhao , Qinyu Yang , Qi Chen , Qin Lin , Chuyue Li , Tao Gao , Yuhao Shan , Shuai Shao , Song Guo , Qinglin Lu

Mobile agents research is clearly aiming towards imposing agent based development as the next generation of tools for writing software. This paper comes with its own contribution to this global goal by introducing a novel unifying framework…

Multiagent Systems · Computer Science 2007-05-23 Tudor Marian , Bogdan Dumitriu , Mihaela Dinsoreanu , Ioan Salomie

Web agents--autonomous systems that navigate and execute tasks on the web on behalf of users--have the potential to transform how people interact with the digital world. However, the most capable web agents today rely on proprietary models…

Graphical User Interface (or simply UI) is a primary mean of interaction between users and their devices. In this paper, we discuss three complementary Artificial Intelligence (AI) approaches for triggering the creativity of app designers…

Human-Computer Interaction · Computer Science 2025-01-29 Jialiang Wei , Anne-Lise Courbis , Thomas Lambolais , Gérard Dray , Walid Maalej

Autonomous GUI agents based on vision-language models (VLMs) often assume deterministic environment responses, generating actions without verifying whether previous operations succeeded. In real-world settings with network latency,…

Computation and Language · Computer Science 2026-04-08 Yuzhe Zhang , Xianwei Xue , Xingyong Wu , Mengke Chen , Chen Liu , Xinran He , Run Shao , Feiran Liu , Huanmin Xu , Qiutong Pan , Haiwei Wang

In this paper, we propose a novel framework for Interactive Face Video Coding (IFVC), which allows humans to interact with the intrinsic visual representations instead of the signals. The proposed solution enjoys several distinct…

Computer Vision and Pattern Recognition · Computer Science 2025-09-19 Bolin Chen , Zhao Wang , Binzhe Li , Shurun Wang , Shiqi Wang , Yan Ye

Graphical user interfaces (GUIs) are the primary medium for human-computer interaction, yet automating GUI interactions remains challenging due to the complexity of visual elements, dynamic environments, and the need for multi-step…

Graphical User Interface (GUI) Agents, powered by large language and vision-language models, hold promise for enabling end-to-end automation in digital environments. However, their progress is fundamentally constrained by the scarcity of…

Machine Learning · Computer Science 2025-09-22 Musen Lin , Minghao Liu , Taoran Lu , Lichen Yuan , Yiwei Liu , Haonan Xu , Yu Miao , Yuhao Chao , Zhaojian Li

An ideal vision-language agent serves as a bridge between the human users and their surrounding physical world in real-world applications like autonomous driving and embodied agents, and proactively provides accurate and timely responses…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Gengyuan Zhang , Tanveer Hannan , Hermine Kleiner , Beste Aydemir , Xinyu Xie , Jian Lan , Thomas Seidl , Volker Tresp , Jindong Gu

The visual analytics community has long aimed to understand users better and assist them in their analytic endeavors. As a result, numerous conceptual models of visual analytics aim to formalize common workflows, techniques, and goals…

Human-Computer Interaction · Computer Science 2023-04-20 Shayan Monadjemi , Mengtian Guo , David Gotz , Roman Garnett , Alvitta Ottley

Image generation models have evolved from text-conditioned pixel synthesis toward multimodal agents endowed with visual comprehension and tool invocation capabilities. Yet, existing agents remain at the mercy of underlying black-box image…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Junyan Ye , Jun He , Zilong Huang , Dongzhi Jiang , Xuan Yang , Rui Chen , Weijia Li

While Large Language Model (LLM) agents show great potential for automated UI navigation such as automated UI testing and AI assistants, their efficiency has been largely overlooked. Our motivating study reveals that inefficient UI…

Software Engineering · Computer Science 2025-12-16 Dezhi Ran , Zhi Gong , Yuzhe Guo , Mengzhou Wu , Yuan Cao , Haochuan Lu , Hengyu Zhang , Xia Zeng , Gang Cao , Liangchao Yao , Yuetang Deng , Wei Yang , Tao Xie

Game UI design requires consistent visual assets across rarity tiers yet remains a predominantly manual process. We present GameUIAgent, an LLM-powered agentic framework that translates natural language descriptions into editable Figma…

Artificial Intelligence · Computer Science 2026-03-17 Wei Zeng , Fengwei An , Zhen Liu , Jian Zhao

Vision-Language-Action (VLA) models mark a transformative advancement in artificial intelligence, aiming to unify perception, natural language understanding, and embodied action within a single computational framework. This foundational…

Computer Vision and Pattern Recognition · Computer Science 2026-02-02 Ranjan Sapkota , Yang Cao , Konstantinos I. Roumeliotis , Manoj Karkee

With the advent of generative AI and large language models, embodied conversational agents are becoming synonymous with online interactions. These agents possess vast amounts of knowledge but suffer from exhibiting limited emotional…

Human-Computer Interaction · Computer Science 2026-02-27 Abhishek Kulkarni , Alexander Barquero , Pavitra Lahari , Aryaan Shaikh , Sarah Brown

Generative AI is envisioned to have a crucial impact on next generation mobile networking, making the sixth generation (6G) system considerably more autonomous, flexible, and adaptive than its predecessors. By leveraging their natural…

Systems and Control · Electrical Eng. & Systems 2026-04-07 Xiaowen Ma , Onur Ayan , Yunpu Ma , Xueli An

Building Graphical User Interface (GUI) agents is a promising research direction, which simulates human interaction with computers or mobile phones to perform diverse GUI tasks. However, a major challenge in developing generalized GUI…

Computer Vision and Pattern Recognition · Computer Science 2025-12-05 Bofei Zhang , Zirui Shang , Zhi Gao , Wang Zhang , Rui Xie , Xiaojian Ma , Tao Yuan , Xinxiao Wu , Song-Chun Zhu , Qing Li

Agentic visual analytics (VA) represents an emerging class of systems in which large language model (LLM)-driven agents autonomously plan, execute, evaluate, and iterate across the full visual analytics pipeline. By shifting users from…

Databases · Computer Science 2026-04-20 Tianqi Luo , Leixian Shen , Yuyu Luo

Developing full-stack web applications is complex and time-intensive, demanding proficiency across diverse technologies and frameworks. Although recent advances in multimodal large language models (MLLMs) enable automated webpage generation…

Software Engineering · Computer Science 2025-10-02 Yuxuan Wan , Tingshuo Liang , Jiakai Xu , Jingyu Xiao , Yintong Huo , Michael R. Lyu