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Training AI agents to proactively assist humans in daily activities, from routine household tasks to urgent safety situations, requires large-scale visual data. However, capturing such scenarios in the real world is often difficult, costly,…

计算与语言 · 计算机科学 2026-05-12 Yu-Hsiang Liu , Yu-Chien Tang , An-Zi Yen

The exponential rise in mobile device usage necessitates streamlined automation for effective task management, yet many AI frameworks fall short due to inadequate operational expertise. While manually written knowledge can bridge this gap,…

人工智能 · 计算机科学 2025-06-04 Junyang Wang , Haiyang Xu , Xi Zhang , Ming Yan , Ji Zhang , Fei Huang , Jitao Sang

The exponential rise in mobile device usage necessitates streamlined automation for effective task management, yet many AI frameworks fall short due to inadequate operational expertise. While manually written knowledge can bridge this gap,…

计算与语言 · 计算机科学 2025-06-04 Junyang Wang , Haiyang Xu , Xi Zhang , Ming Yan , Ji Zhang , Fei Huang , Jitao Sang

Dynamic Data selection aims to accelerate training by prioritizing informative samples during online training. However, existing methods typically rely on task-specific handcrafted metrics or static/snapshot-based criteria to estimate…

机器学习 · 计算机科学 2026-05-14 Suorong Yang , Fangjian Su , Hai Gan , Ziqi Ye , Jie Li , Baile Xu , Furao Shen , Soujanya Poria

Current vision and language tasks usually take complete visual data (e.g., raw images or videos) as input, however, practical scenarios may often consist the situations where part of the visual information becomes inaccessible due to…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Ye Zhu , Yu Wu , Yi Yang , Yan Yan

Long-form video understanding remains challenging for Vision-Language Models (VLMs) due to the inherent tension between computational constraints and the need to capture information distributed across thousands of frames. Existing…

计算机视觉与模式识别 · 计算机科学 2026-02-05 Junbo Zou , Ziheng Huang , Shengjie Zhang , Liwen Zhang , Weining Shen

We present PresentAgent, a multimodal agent that transforms long-form documents into narrated presentation videos. While existing approaches are limited to generating static slides or text summaries, our method advances beyond these…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Jingwei Shi , Zeyu Zhang , Biao Wu , Yanjie Liang , Meng Fang , Ling Chen , Yang Zhao

Captioning is a crucial and challenging task for video understanding. In videos that involve active agents such as humans, the agent's actions can bring about myriad changes in the scene. Observable changes such as movements, manipulations,…

计算机视觉与模式识别 · 计算机科学 2023-01-10 Zhiyuan Fang , Tejas Gokhale , Pratyay Banerjee , Chitta Baral , Yezhou Yang

Interactive documents help readers engage with complex ideas through dynamic visualization, interactive animations, and exploratory interfaces. However, creating such documents remains costly, as it requires both domain expertise and web…

人机交互 · 计算机科学 2026-03-31 Yinghao Tang , Yupeng Xie , Yingchaojie Feng , Tingfeng Lan , Jiale Lao , Yue Cheng , Wei Chen

Maintaining narrative coherence and visual consistency remains a central challenge in open-domain video generation. Existing text-to-video models often treat each shot independently, resulting in identity drift, scene inconsistency, and…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Qinglin Zeng , Kaitong Cai , Ruiqi Chen , Qinhan Lv , Keze Wang

Creating data stories from raw data is challenging due to humans' limited attention spans and the need for specialized skills. Recent advancements in large language models (LLMs) offer great opportunities to develop systems with autonomous…

人机交互 · 计算机科学 2024-08-08 Leixian Shen , Haotian Li , Yun Wang , Huamin Qu

Computer-Aided Design (CAD) is a time-consuming and complex process, requiring precise, long-horizon user interactions with intricate 3D interfaces. While recent advances in AI-driven user interface (UI) agents show promise, most existing…

计算机视觉与模式识别 · 计算机科学 2025-11-11 Brandon Man , Ghadi Nehme , Md Ferdous Alam , Faez Ahmed

Data visualizations and narratives are often integrated to convey data stories effectively. Among various data storytelling formats, data videos have been garnering increasing attention. These videos provide an intuitive interpretation of…

人机交互 · 计算机科学 2023-08-10 Leixian Shen , Yizhi Zhang , Haidong Zhang , Yun Wang

The rise of AI agents introduces a fundamental shift in Visual Analytics (VA), in which agents act as a new user group. Current agentic approaches - based on computer vision and raw DOM access - fail to perform VA tasks accurately and…

Visual analytics (VA) is typically applied to complex data, thus requiring complex tools. While visual analytics empowers analysts in data analysis, analysts may get lost in the complexity occasionally. This highlights the need for…

人机交互 · 计算机科学 2025-07-25 Yuheng Zhao , Xueli Shu , Liwen Fan , Lin Gao , Yu Zhang , Siming Chen

Generating engaging, accurate short-form videos from scientific papers is challenging due to content complexity and the gap between expert authors and readers. Existing end-to-end methods often suffer from factual inaccuracies and visual…

计算与语言 · 计算机科学 2025-04-29 Jong Inn Park , Maanas Taneja , Qianwen Wang , Dongyeop Kang

Short-video platforms show an increasing impact on people's daily lives nowadays, with billions of active users spending plenty of time each day. The interactions between users and online platforms give rise to many scientific problems…

多媒体 · 计算机科学 2025-02-11 Yu Shang , Chen Gao , Nian Li , Yong Li

Video creation has become increasingly popular, yet the expertise and effort required for editing often pose barriers to beginners. In this paper, we explore the integration of large language models (LLMs) into the video editing workflow to…

人机交互 · 计算机科学 2024-02-29 Bryan Wang , Yuliang Li , Zhaoyang Lv , Haijun Xia , Yan Xu , Raj Sodhi

Proactive and real-time interactive experiences are essential for human-like AI companions, yet face three key challenges: (1) achieving low-latency inference under continuous streaming inputs, (2) autonomously deciding when to respond, and…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Weicai Yan , Yuhong Dai , Qi Ran , Haodong Li , Wang Lin , Tao Jin , Xing Xie , Hao Liao , Jianxun Lian

Despite the rapid progress, existing works on action understanding focus strictly on one type of action agent, which we call actor---a human adult, ignoring the diversity of actions performed by other actors. To overcome this narrow…

计算机视觉与模式识别 · 计算机科学 2017-05-01 Chenliang Xu , Caiming Xiong , Jason J. Corso