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Generative AI is radically changing the creative arts, by fundamentally transforming the way we create and interact with cultural artefacts. While offering unprecedented opportunities for artistic expression and commercialisation, this…

Artificial Intelligence · Computer Science 2025-03-25 Jacopo de Berardinis , Lorenzo Porcaro , Albert Meroño-Peñuela , Angelo Cangelosi , Tess Buckley

Generative AI has been transforming the way we interact with technology and consume content. In the next decade, AI technology will reshape how we create audio content in various media, including music, theater, films, games, podcasts, and…

Sound · Computer Science 2024-11-25 Hao-Wen Dong

In recent years, AI-generated music has made significant progress, with several models performing well in multimodal and complex musical genres and scenes. While objective metrics can be used to evaluate generative music, they often lack…

Sound · Computer Science 2023-08-29 Zeyu Xiong , Weitao Wang , Jing Yu , Yue Lin , Ziyan Wang

This pictorial aims to critically consider the nature of text-to-audio and text-to-music generative tools in the context of explainable AI. As a group of experimental musicians and researchers, we are enthusiastic about the creative…

Sound · Computer Science 2024-08-15 Jesse Allison , Drew Farrar , Treya Nash , Carlos Román , Morgan Weeks , Fiona Xue Ju

Online AI platforms for creating music from text prompts (AI music), such as Suno and Udio, are now being used by hundreds of thousands of users. Some AI music is appearing in advertising, and even charting, in multiple countries. How are…

Information Retrieval · Computer Science 2025-09-16 Luca Casini , Laura Cros Vila , David Dalmazzo , Anna-Kaisa Kaila , Bob L. T. Sturm

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

We present a study that explores the role of user-centred design in developing Generative AI (GenAI) tools for music composition. Through semi-structured interviews with professional composers, we gathered insights on a novel generative…

Sound · Computer Science 2024-12-17 Eleanor Row , György Fazekas

In recent years, artificial intelligence (AI) has made significant progress in the field of music generation, driving innovation in music creation and applications. This paper provides a systematic review of the latest research advancements…

Sound · Computer Science 2024-09-06 Yanxu Chen , Linshu Huang , Tian Gou

The development of AI-driven generative audio mirrors broader AI trends, often prioritizing immediate accessibility at the expense of explainability. Consequently, integrating such tools into sustained artistic practice remains a…

Sound · Computer Science 2024-07-23 Austin Tecks , Thomas Peschlow , Gabriel Vigliensoni

Since 2023, generative AI has rapidly advanced in the music domain. Despite significant technological advancements, music-generative models raise critical ethical challenges, including a lack of transparency and accountability, along with…

In recent years, the music research community has examined risks of AI models for music, with generative AI models in particular, raised concerns about copyright, deepfakes, and transparency. In our work, we raise concerns about cultural…

Computers and Society · Computer Science 2025-11-11 Atharva Mehta , Shivam Chauhan , Megha Sharma , Gus Xia , Kaustuv Kanti Ganguli , Nishanth Chandran , Zeerak Talat , Monojit Choudhury

Generative AI is reshaping music creation, but its rapid growth exposes structural gaps in attribution, rights management, and economic models. Unlike past media shifts, from live performance to recordings, downloads, and streaming, AI…

Industry 5.0 marks a new phase in industrial evolution, emphasizing human-centricity, sustainability, and resilience through the integration of advanced technologies. Within this evolving landscape, Generative AI (GenAI) and autonomous…

Computers and Society · Computer Science 2025-08-05 Azmine Toushik Wasi , Enjamamul Haque Eram , Sabrina Afroz Mitu , Md Manjurul Ahsan

With the introduction of ChatGPT, the public's perception of AI-generated content (AIGC) has begun to reshape. Artificial intelligence has significantly reduced the barrier to entry for non-professionals in creative endeavors, enhancing the…

Sound · Computer Science 2023-11-21 Lei Wang , Ziyi Zhao , Hanwei Liu , Junwei Pang , Yi Qin , Qidi Wu

The rapid rise of generative AI has intensified copyright and economic tensions in creative industries, particularly in music. Current approaches addressing this challenge often focus on preventing infringement or establishing one-time…

Artificial Intelligence · Computer Science 2025-12-03 Junwei Deng , Xirui Jiang , Shiyuan Zhang , Shichang Zhang , Himabindu Lakkaraju , Ruijiang Gao , Chris Donahue , Jiaqi W. Ma

The rapid expansion of generative artificial intelligence (AI) is transforming work, creativity, and economic security in ways that extend beyond automation and productivity. This paper examines four interconnected dimensions of…

Computers and Society · Computer Science 2026-01-22 Haocheng Lin

The rise of AI-generated music is diluting royalty pools and revealing structural flaws in existing remuneration frameworks, challenging the well-established artist compensation systems in the music industry. Existing compensation…

Sound · Computer Science 2025-10-10 Fabio Morreale , Wiebke Hutiri , Joan Serrà , Alice Xiang , Yuki Mitsufuji

The burgeoning growth of video-to-music generation can be attributed to the ascendancy of multimodal generative models. However, there is a lack of literature that comprehensively combs through the work in this field. To fill this gap, this…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-23 Shulei Ji , Songruoyao Wu , Zihao Wang , Shuyu Li , Kejun Zhang

Generative AI systems are predominantly designed, evaluated, and marketed as intelligent systems which will benefit society by augmenting or automating human cognitive labor, promising to increase personal, corporate, and macroeconomic…

Artificial Intelligence · Computer Science 2026-01-14 Cody Kommers , Ari Holtzman

The rapid rise of AI-generated art has sparked debate about potential biases in how audiences perceive and evaluate such works. This study investigates how composer information and listener characteristics shape the perception of…

Human-Computer Interaction · Computer Science 2025-12-03 David Stammer , Hannah Strauss , Peter Knees
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