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Related papers: CREA: A Collaborative Multi-Agent Framework for Cr…

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The topic of Co-creation, i.e., AI agents interacting with humans to generate outputs (e.g., art), has gained significant attention recently. However, most studies focus on adult-human interactions in a digital setting. This paper explores…

Artificial Intelligence · Computer Science 2026-05-29 Arturo Valdivia , Paolo Burelli

This paper introduces LACE, a co-creative system enabling professional artists to leverage generative AI through controlled prompting and iterative refinement within Photoshop. Addressing challenges in precision, iterative coherence, and…

Human-Computer Interaction · Computer Science 2025-04-22 YenKai Huang , Zheng Ning , Ming Cheng

The year 2022 marks a watershed in technology, and arguably in human history, with the release of powerful generative AIs capable of convincingly performing creative tasks. With the help of these systems, anyone can create something that…

Human-Computer Interaction · Computer Science 2024-12-13 Jens Knappe

With the growing popularity of generative AI for images, video, and music, we witnessed models rapidly improve in quality and performance. However, not much attention is paid towards enabling AI's ability to "be creative". In this study, we…

Multiagent Systems · Computer Science 2025-09-10 Naomi Imasato , Kazuki Miyazawa , Takayuki Nagai , Takato Horii

Painting is an artistic process of rendering visual content that achieves the high-level communication goals of an artist that may change dynamically throughout the creative process. In this paper, we present a Framework and Robotics…

Robotics · Computer Science 2022-10-04 Peter Schaldenbrand , James McCann , Jean Oh

Generative AI is increasingly transforming creativity into a hybrid human-artificial process, but its impact on the quality and diversity of creative output remains unclear. We study collective creativity using a controlled word-guessing…

Social and Information Networks · Computer Science 2026-02-27 Chenyi Li , Raja Marjieh , Haoyu Hu , Mark Steyvers , Katherine M. Collins , Ilia Sucholutsky , Nori Jacoby

Large language model (LLM)-driven multi-agent systems (MAS) are transforming how humans and AIs collaboratively generate ideas and artifacts. While existing surveys provide comprehensive overviews of MAS infrastructures, they largely…

Human-Computer Interaction · Computer Science 2025-05-28 Yi-Cheng Lin , Kang-Chieh Chen , Zhe-Yan Li , Tzu-Heng Wu , Tzu-Hsuan Wu , Kuan-Yu Chen , Hung-yi Lee , Yun-Nung Chen

Recent neural generation systems have demonstrated the potential for procedurally generating game content, images, stories, and more. However, most neural generation algorithms are "uncontrolled" in the sense that the user has little say in…

Artificial Intelligence · Computer Science 2022-08-08 Zhiyu Lin , Rohan Agarwal , Mark Riedl

Conditional image editing aims to modify a source image according to textual prompts and optional reference guidance. Such editing is crucial in scenarios requiring strict structural control (i.e., anomaly insertion in driving scenes and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-06 Yuhan Pu , Hao Zheng , Ziqian Mo , Hill Zhang , Tianyi Fan , Shuhong Wu , Jiaheng Wei

Instruction-guided image editing offers an intuitive way for users to edit images with natural language. However, diffusion-based editing models often struggle to accurately interpret complex user instructions, especially those involving…

Computer Vision and Pattern Recognition · Computer Science 2026-02-26 Ziyun Zeng , Hang Hua , Jiebo Luo

This paper presents a real-time generative drawing system that interprets and integrates both formal intent - the structural, compositional, and stylistic attributes of a sketch - and contextual intent - the semantic and thematic meaning…

Computer Vision and Pattern Recognition · Computer Science 2025-08-28 Jookyung Song , Mookyoung Kang , Nojun Kwak

Creativity is a deeply debated topic, as this concept is arguably quintessential to our humanity. Across different epochs, it has been infused with an extensive variety of meanings relevant to that era. Along these, the evolution of…

Computers and Society · Computer Science 2020-08-14 Philippe Esling , Ninon Devis

While the efficacy of deep learning models heavily relies on data, gathering and annotating data for specific tasks, particularly when addressing novel or sensitive subjects lacking relevant datasets, poses significant time and resource…

Computer Vision and Pattern Recognition · Computer Science 2025-06-25 Quang-Binh Nguyen , Trong-Vu Hoang , Ngoc-Do Tran , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

Collaboration literacy requires adapting to the evolving demands of group work within complex discussions, making it difficult to develop and assess. Traditional analytics metrics capture behavioral signals while missing the semantic…

Human-Computer Interaction · Computer Science 2026-05-19 Dawei Xie , Khalil Anderson , Tochukwu Eze , Chenghong Lin , Bookyung Shin , Marcelo Worsley

This paper explores interaction designs for generative AI interfaces that necessitate human involvement throughout the generation process. We argue that such interfaces can promote cognitive engagement, agency, and thoughtful…

Human-Computer Interaction · Computer Science 2025-04-14 Kenneth C. Arnold , Jiho Kim

Conventional picture-book production imposes substantial physical and temporal demands on creators, often constraining opportunities for high-level artistic exploration. While generative AI can drastically accelerate image generation,…

Human-Computer Interaction · Computer Science 2026-04-07 Cosei Kawa

Traditional photographic image editing typically requires users to possess sufficient aesthetic understanding to provide appropriate instructions for adjusting image quality and camera parameters. However, this paradigm relies on explicit…

Computer Vision and Pattern Recognition · Computer Science 2026-04-22 Ying Zeng , Miaosen Luo , Guangyuan Li , Yang Yang , Ruiyang Fan , Linxiao Shi , Qirui Yang , Jian Zhang , Chengcheng Liu , Siming Zheng , Jinwei Chen , Bo Li , Peng-Tao Jiang

People often create art by following an artistic workflow involving multiple stages that inform the overall design. If an artist wishes to modify an earlier decision, significant work may be required to propagate this new decision forward…

Computer Vision and Pattern Recognition · Computer Science 2020-07-15 Hung-Yu Tseng , Matthew Fisher , Jingwan Lu , Yijun Li , Vladimir Kim , Ming-Hsuan Yang

Recent advancements in artificial intelligence (AI) and its sub-branch machine learning (ML) promise machines that go beyond the boundaries of automation and behave autonomously. Applications of these machines in creative practices such as…

Human-Computer Interaction · Computer Science 2019-08-06 Ardavan Bidgoli , Eunsu Kang , Daniel Cardoso Llach

Human computer interaction is shifting from screen-based systems to multimodal interfaces where artificial intelligence powered systems increasingly interpret user intent through speech, gesture, and gaze. Yet users rarely understand how…

Human-Computer Interaction · Computer Science 2026-05-05 Ankur Bhatt , Sven Mayer