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In this paper we introduce and discuss an approach for multi-agent-oriented visual programming. This aims at enabling individuals without programming experience but with knowledge in specific target domains to design and (re)configure…

Human-Computer Interaction · Computer Science 2025-11-18 Samuele Burattini , Alessandro Ricci , Simon Mayer , Danai Vachtsevanou , Jeremy Lemee , Andrei Ciortea , Angelo Croatti

This review presents a comprehensive analysis of two emerging paradigms in AI-assisted software development: vibe coding and agentic coding. While both leverage large language models (LLMs), they differ fundamentally in autonomy,…

Software Engineering · Computer Science 2025-05-27 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

Recent advances in large language models have enabled developers to generate software by conversing with artificial intelligence systems rather than writing code directly. This paper introduces vibe coding, an emerging AI-native programming…

Software Engineering · Computer Science 2025-10-22 Vinay Bamil

Geometric Algebra (GA) presents challenges to learners due to its highly abstract mathematical structure and complex operational rules, as translating algebraic manipulations into concrete geometric interpretations is a non-intuitive…

Machine Learning · Computer Science 2026-05-05 Wang Jian , Zhou Jianbo , Xiong Yuhao , Liu Zhenxia , Luo Wen , Yuan LinWang , Yu ZhaoYuan

Accurate visual understanding is imperative for advancing autonomous systems and intelligent robots. Despite the powerful capabilities of vision-language models (VLMs) in processing complex visual scenes, precisely recognizing obscured or…

Computer Vision and Pattern Recognition · Computer Science 2024-06-03 Huaxiang Zhang , Yaojia Mu , Guo-Niu Zhu , Zhongxue Gan

Humans often specify and create through visual artifacts: typography sheets, sketches, reference images, and annotated scenes. Yet modern visual generators still ask users to serialize this intent into text, a bottleneck that compresses…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Yaofang Liu , Kangning Cui , Meng Chu , Zhaoqing Li , Suiyun Zhang , Jean-Michel Morel , Xiaodong Cun , Haoxuan Che , Rui Liu , Raymond H. Chan

Recent advances in Generative AI have transformed how users interact with data analysis through natural language interfaces. However, many systems rely too heavily on LLMs, creating risks of hallucination, opaque reasoning, and reduced user…

Human-Computer Interaction · Computer Science 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

While Large Vision-Language Models (LVLMs) have significantly advanced GUI agents' capabilities in parsing textual instructions, interpreting screen content, and executing tasks, a critical challenge persists: the irreversibility of agent…

Artificial Intelligence · Computer Science 2026-01-27 Shaokang Wang , Pei Fu , Ruoceng Zhang , Shaojie Zhang , Xiuwen Xi , Jiahui Yang , Bin Qin , Ying Huang , Zhenbo Luo , Jian Luan

Large language models (LLMs) have demonstrated strong capabilities in code generation, underscoring the critical need for rigorous and comprehensive evaluation. Existing evaluation approaches fall into three categories, including…

Software Engineering · Computer Science 2025-10-21 Xinchen Wang , Pengfei Gao , Chao Peng , Ruida Hu , Cuiyun Gao

Querying generative AI models, e.g., large language models (LLMs), has become a prevalent method for information acquisition. However, existing query-answer datasets primarily focus on textual responses, making it challenging to address…

Artificial Intelligence · Computer Science 2025-06-03 Shuting Wang , Yunqi Liu , Zixin Yang , Ning Hu , Zhicheng Dou , Chenyan Xiong

The rapid advancement of large language models (LLMs) has led to a new era marked by the development of autonomous applications in real-world scenarios, which drives innovation in creating advanced web agents. Existing web agents typically…

Computation and Language · Computer Science 2024-06-10 Hongliang He , Wenlin Yao , Kaixin Ma , Wenhao Yu , Yong Dai , Hongming Zhang , Zhenzhong Lan , Dong Yu

Visual analytics (VA) requires analysts to iteratively propose analysis tasks based on observations and execute tasks by creating visualizations and interactive exploration to gain insights. This process demands skills in programming, data…

Human-Computer Interaction · Computer Science 2025-06-24 Yuheng Zhao , Junjie Wang , Linbin Xiang , Xiaowen Zhang , Zifei Guo , Cagatay Turkay , Yu Zhang , Siming Chen

The rapid progress of Artificial Intelligence Generated Content (AIGC) tools enables images, videos, and visualizations to be created on demand for webpage design, offering a flexible and increasingly adopted paradigm for modern UI/UX.…

Computer Vision and Pattern Recognition · Computer Science 2026-04-17 Yan Li , Zezi Zeng , Yifan Yang , Yuqing Yang , Ning Liao , Weiwei Guo , Lili Qiu , Mingxi Cheng , Qi Dai , Zhendong Wang , Zhengyuan Yang , Xue Yang , Ji Li , Lijuan Wang , Chong Luo

Assisting non-expert users to develop complex interactive websites has become a popular task for LLM-powered code agents. However, existing code agents tend to only generate frontend web pages, masking the lack of real full-stack data…

Software Engineering · Computer Science 2026-02-04 Zimu Lu , Houxing Ren , Yunqiao Yang , Ke Wang , Zhuofan Zong , Mingjie Zhan , Hongsheng Li

As large language models have demonstrated impressive performance in many domains, recent works have adopted language models (LMs) as controllers of visual modules for vision-and-language tasks. While existing work focuses on equipping LMs…

Computer Vision and Pattern Recognition · Computer Science 2023-10-30 Jaemin Cho , Abhay Zala , Mohit Bansal

Recent advances in multimodal large language models have driven growing interest in graphical user interface (GUI) agents, yet their generalization remains constrained by the scarcity of large-scale training data spanning diverse real-world…

Computation and Language · Computer Science 2026-05-15 Weimin Xiong , Shuhao Gu , Bowen Ye , Zihao Yue , Lei Li , Feifan Song , Sujian Li , Hao Tian

Graphical User Interface (GUI) agents show amazing abilities in assisting human-computer interaction, automating human user's navigation on digital devices. An ideal GUI agent is expected to achieve high accuracy, low latency, and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Zhiyuan Huang , Ziming Cheng , Junting Pan , Zhaohui Hou , Mingjie Zhan

Building generalist embodied agents requires integrating perception, language understanding, and action, which are core capabilities addressed by Vision-Language-Action (VLA) approaches based on multimodal foundation models, including…

Robotics · Computer Science 2026-04-08 StarVLA Community

The automation of user interface development has the potential to accelerate software delivery by mitigating intensive manual implementation. Despite the advancements in Large Multimodal Models for design-to-code translation, existing…

Information Retrieval · Computer Science 2025-12-24 Xian Wu , Ming Zhang , Zhiyu Fang , Fei Li , Bin Wang , Yong Jiang , Hao Zhou

Graphical User Interfaces (GUIs) are central to human-computer interaction, yet automating complex GUI tasks remains a major challenge for autonomous agents, largely due to a lack of scalable, high-quality training data. While recordings of…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Yichun Zhang , Xiangwu Guo , Yauhong Goh , Jessica Hu , Zhiheng Chen , Xin Wang , Difei Gao , Mike Zheng Shou
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