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Information comes in diverse modalities. Multimodal native AI models are essential to integrate real-world information and deliver comprehensive understanding. While proprietary multimodal native models exist, their lack of openness imposes…

Computer Vision and Pattern Recognition · Computer Science 2025-01-13 Dongxu Li , Yudong Liu , Haoning Wu , Yue Wang , Zhiqi Shen , Bowen Qu , Xinyao Niu , Fan Zhou , Chengen Huang , Yanpeng Li , Chongyan Zhu , Xiaoyi Ren , Chao Li , Yifan Ye , Peng Liu , Lihuan Zhang , Hanshu Yan , Guoyin Wang , Bei Chen , Junnan Li

Generative artificial intelligence (GenAI) has ushered in a new era for storytellers, providing a powerful tool to ignite creativity and explore uncharted narrative territories. As technology continues to advance, the synergy between human…

Human-Computer Interaction · Computer Science 2024-03-05 Ahmed Y. Radwan , Khaled M. Alasmari , Omar A. Abdulbagi , Emad A. Alghamdi

Electronic music artists and sound designers have unique workflow practices that necessitate specialized approaches for developing music information retrieval and creativity support tools. Furthermore, electronic music instruments, such as…

Sound · Computer Science 2022-10-28 Olga Vechtomova , Gaurav Sahu

Journaling has long been recognized for fostering emotional awareness and self-reflection, and recent advancements in generative AI offer new opportunities to create personalized music that can enhance these practices. In this study, we…

Human-Computer Interaction · Computer Science 2025-06-03 Joonyoung Park , Hyewon Cho , Hyehyun Chu , Yeeun Lee , Hajin Lim

Recent advancements in music generation are raising multiple concerns about the implications of AI in creative music processes, current business models and impacts related to intellectual property management. A relevant discussion and…

Sound · Computer Science 2025-07-07 Roser Batlle-Roca , Wei-Hsiang Liao , Xavier Serra , Yuki Mitsufuji , Emilia Gómez

AI-empowered music processing is a diverse field that encompasses dozens of tasks, ranging from generation tasks (e.g., timbre synthesis) to comprehension tasks (e.g., music classification). For developers and amateurs, it is very difficult…

Computation and Language · Computer Science 2023-10-26 Dingyao Yu , Kaitao Song , Peiling Lu , Tianyu He , Xu Tan , Wei Ye , Shikun Zhang , Jiang Bian

Egocentric, multi-modal data as available on future augmented reality (AR) devices provides unique challenges and opportunities for machine perception. These future devices will need to be all-day wearable in a socially acceptable…

The rapid development of musical AI technologies has expanded the creative potential of various musical activities, ranging from music style transformation to music generation. However, little research has investigated how musical AIs can…

Human-Computer Interaction · Computer Science 2024-04-16 Jingjing Sun , Jingyi Yang , Guyue Zhou , Yucheng Jin , Jiangtao Gong

The rapid expansion of scientific data has widened the gap between analytical capability and research intent. Existing AI-based analysis tools, ranging from AutoML frameworks to agentic research assistants, either favor automation over…

Artificial Intelligence · Computer Science 2025-10-14 Chuke Chen , Biao Luo , Nan Li , Boxiang Wang , Hang Yang , Jing Guo , Ming Xu

Drama-in-education is an interdisciplinary instructional approach that integrates subjects such as language, history, and psychology. Its core component is playwriting. Based on need-finding interviews of 13 teachers, we found that current…

Human-Computer Interaction · Computer Science 2025-06-03 Xuejiao Ma , Haibo Zhao , Zinuo Guo , Yijie Guo , Guanhong Liu , Bo Jiang

With the rise of artificial intelligence in recent years, there has been a rapid increase in its application towards creative domains, including music. There exist many systems built that apply machine learning approaches to the problem of…

Human-Computer Interaction · Computer Science 2025-04-22 Renaud Bougueng Tchemeube , Jeff Ens , Philippe Pasquier

GenAI's ability to produce text and images is increasingly incorporated into human-AI co-creation tasks such as storytelling and video editing. However, integrating GenAI into these tasks requires enabling users to retain control over…

Human-Computer Interaction · Computer Science 2026-02-26 Shuo Niu , Dylan Clements , Marina Margalit Nemanov , Hyungsin Kim

Musical professionals who produce material for non-musical stakeholders often face communication challenges in the early ideation stage. Expressing musical ideas can be difficult, especially when domain-specific vocabulary is lacking. This…

Human-Computer Interaction · Computer Science 2023-03-03 Sebastian Löbbers , Mathieu Barthet , György Fazekas

Music composition has long been recognized as a significant art form. However, existing digital audio workstations and music production software often present high entry barriers for users lacking formal musical training. To address this,…

Human-Computer Interaction · Computer Science 2025-02-24 Hongxi Pu , Futian Jiang , Zihao Chen , Xingyue Song

Music has always been thought of as a "human" endeavor -- when praising a piece of music, we emphasize the composer's creativity and the emotions the music invokes. Because music also heavily relies on patterns and repetition in the form of…

Sound · Computer Science 2024-01-05 Nicholas Yan

State-of-the-art visual generative AI tools hold immense potential to assist users in the early ideation stages of creative tasks -- offering the ability to generate (rather than search for) novel and unprecedented (instead of existing)…

Computer Vision and Pattern Recognition · Computer Science 2025-09-05 Evans Xu Han , Alice Qian Zhang , Haiyi Zhu , Hong Shen , Paul Pu Liang , Jane Hsieh

Machine generation of symbolic music and digital audio are hot topics but there have been relatively few digital musical instruments that integrate generative AI. Present musical AI tools are not artist centred and do not support…

Sound · Computer Science 2026-04-28 Charles Patrick Martin

Artificial intelligence is reshaping creative domains, yet its co-creative processes, especially in group settings with novice users, remain under explored. To bridge this gap, we conducted a case study in a college-level course where nine…

Human-Computer Interaction · Computer Science 2025-06-25 Yue Fu , Michele Newman , Lewis Going , Qiuzi Feng , Jin Ha Lee

Machine learning is challenging the way we make music. Although research in deep generative models has dramatically improved the capability and fluency of music models, recent work has shown that it can be challenging for humans to partner…

With the recent developments in machine intelligence and web technologies, new generative music systems are being explored for assisted composition using machine learning techniques on the web. Such systems are built for various tasks such…

Human-Computer Interaction · Computer Science 2025-04-22 Renaud Bougueng Tchemeube , Jeff Ens , Philippe Pasquier