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AI-generated content has evolved from monolithic models to modular workflows, particularly on platforms like ComfyUI, enabling customization in creative pipelines. However, crafting effective workflows requires great expertise to…

Computation and Language · Computer Science 2025-06-12 Zhenran Xu , Yiyu Wang , Xue Yang , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang

ComfyUI is a popular workflow-based interface that allows users to customize image generation tasks through an intuitive node-based system. However, the complexity of managing node connections and diverse modules can be challenging for…

Multiagent Systems · Computer Science 2025-09-18 Oucheng Huang , Yuhang Ma , Zeng Zhao , Mingrui Wu , Jiayi Ji , Rongsheng Zhang , Zhipeng Hu , Xiaoshuai Sun , Rongrong Ji

The rapidly evolving field of Robotic Process Automation (RPA) has made significant strides in automating repetitive processes, yet its effectiveness diminishes in scenarios requiring spontaneous or unpredictable tasks demanded by users.…

Computation and Language · Computer Science 2024-04-23 Zhen Zeng , William Watson , Nicole Cho , Saba Rahimi , Shayleen Reynolds , Tucker Balch , Manuela Veloso

AI-generated content has progressed from monolithic models to modular workflows, especially on platforms like ComfyUI, allowing users to customize complex creative pipelines. However, the large number of components in ComfyUI and the…

Artificial Intelligence · Computer Science 2026-01-08 Jinwei Su , Qizhen Lan , Zeyu Wang , Yinghui Xia , Hairu Wen , Yiqun Duan , Xi Xiao , Tianyu Shi , Yang Jingsong , Lewei He

Urban general intelligence (UGI) refers to the capacity of AI systems to autonomously perceive, reason, and act within dynamic and complex urban environments. In this paper, we introduce UrbanMind, a tool-enhanced retrieval-augmented…

Machine Learning · Computer Science 2025-07-08 Kai Yang , Zelin Zhu , Chengtao Jian , Hui Ma , Shengjie Zhao , Xiaozhou Ye , Ye Ouyang

Software and hardware co-design and optimization of HPC systems has become intolerably complex, ad-hoc, time consuming and error prone due to enormous number of available design and optimization choices, complex interactions between all…

Software Engineering · Computer Science 2013-08-13 Grigori Fursin

A critical challenge remains unresolved as generative AI systems are quickly implemented in various organizational settings. Despite significant advances in memory components such as RAG, vector stores, and LLM agents, these systems still…

Artificial Intelligence · Computer Science 2025-06-09 Kristy Wedel

Full-stack multimodal interaction in real-time is a central goal in building intelligent embodied agents capable of natural, dynamic communication. However, existing systems are either limited to unimodal generation or suffer from degraded…

Computer Vision and Pattern Recognition · Computer Science 2026-03-02 Xiang Deng , Feng Gao , Yong Zhang , Youxin Pang , Xu Xiaoming , Zhuoliang Kang , Xiaoming Wei , Yebin Liu

Previous efforts to support creative problem-solving have included (a) techniques (such as brainstorming and design thinking) to stimulate creative ideas, and (b) software tools to record and share these ideas. Now, generative AI…

Effective ideation requires both broad exploration of diverse ideas and deep evaluation of their potential. Generative AI can support such processes, but current tools typically emphasize either generating many ideas or supporting in-depth…

Human-Computer Interaction · Computer Science 2025-10-01 Yaqing Yang , Vikram Mohanty , Yan-Ying Chen , Matthew K. Hong , Nikolas Martelaro , Aniket Kittur

Large language models (LLMs) have transformed code generation, yet their application in hardware design produces gate counts 38\%--1075\% higher than human designs. We present CircuitMind, a multi-agent framework that achieves…

Hardware Architecture · Computer Science 2025-05-02 Haiyan Qin , Jiahao Feng , Xiaotong Feng , Wei W. Xing , Wang Kang

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation. Despite its flexibility and user-friendly interface,…

Computation and Language · Computer Science 2025-06-06 Zhenran Xu , Xue Yang , Yiyu Wang , Qingli Hu , Zijiao Wu , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang

Generative AI (GenAI) tools are radically expanding the scope and capability of automation in knowledge work such as academic research. While promising for augmenting cognition and streamlining processes, AI-assisted research tools may also…

Human-Computer Interaction · Computer Science 2025-04-22 Runlong Ye , Matthew Varona , Oliver Huang , Patrick Yung Kang Lee , Michael Liut , Carolina Nobre

Generative Agentic AI systems are emerging as a powerful paradigm for automating complex, multi-step tasks. However, many existing frameworks for building these systems introduce significant complexity, a steep learning curve, and…

Artificial Intelligence · Computer Science 2025-11-13 Deven Panchal

Large Language Model (LLM) based Generative AI systems have seen significant progress in recent years. Integrating a knowledge retrieval architecture allows for seamless integration of private data into publicly available Generative AI…

Computation and Language · Computer Science 2023-08-09 Youyang Ng , Daisuke Miyashita , Yasuto Hoshi , Yasuhiro Morioka , Osamu Torii , Tomoya Kodama , Jun Deguchi

New systems employ Machine Learning to sift through large knowledge sources, creating flexible Large Language Models. These models discern context and predict sequential information in various communication forms. Generative AI, leveraging…

Artificial Intelligence · Computer Science 2023-07-19 Ted Selker

Graphic designers often get inspiration through the recombination of references. Our formative study (N=6) reveals that graphic designers focus on conceptual keywords during this process, and want support for discovering the keywords,…

Human-Computer Interaction · Computer Science 2024-03-08 DaEun Choi , Sumin Hong , Jeongeon Park , John Joon Young Chung , Juho Kim

Much previous AI research has focused on developing monolithic models to maximize their intelligence, with the primary goal of enhancing performance on specific tasks. In contrast, this work attempts to study using LLM-based agents to…

Computation and Language · Computer Science 2026-02-10 Xiangyuan Xue , Zeyu Lu , Di Huang , Zidong Wang , Wanli Ouyang , Lei Bai

Developing a single foundation model with the capability to excel across diverse tasks has been a long-standing objective in the field of artificial intelligence. As the wave of general-purpose foundation models sweeps across various…

Information Retrieval · Computer Science 2025-07-02 Zheli Zhou , Chenxu Zhu , Jianghao Lin , Bo Chen , Ruiming Tang , Weinan Zhang , Yong Yu

The multifaceted nature of human perception and comprehension indicates that, when we think, our body can naturally take any combination of senses, a.k.a., modalities and form a beautiful picture in our brain. For example, when we see a…

Computer Vision and Pattern Recognition · Computer Science 2024-02-01 Yuanhuiyi Lyu , Xu Zheng , Lin Wang
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