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Related papers: Generative AI for Music and Audio

200 papers

Generative Artificial Intelligence (AI) has shown tremendous prospects in all aspects of technology, including design. However, due to its heavy demand on resources, it is usually trained on large computing infrastructure and often made…

Artificial Intelligence · Computer Science 2024-02-27 Sai Krishna Revanth Vuruma , Ashley Margetts , Jianhai Su , Faez Ahmed , Biplav Srivastava

Research on generative systems in music has seen considerable attention and growth in recent years. A variety of attempts have been made to systematically evaluate such systems. We present an interdisciplinary review of the common…

Sound · Computer Science 2025-09-23 Alexander Lerch , Claire Arthur , Nick Bryan-Kinns , Corey Ford , Qianyi Sun , Ashvala Vinay

Artificial Intelligence is present in the generation and distribution of culture. How do artists exploit neural networks? What impact do these algorithms have on artistic practice? Through a practice-based research methodology, this paper…

Human-Computer Interaction · Computer Science 2023-07-18 Varvara Guljajeva , Mar Canet Sola , Isaac Joseph Clarke

Sound plays a significant role in human memory, yet it is often overlooked by mainstream life-recording methods. Most current UGC (User-Generated Content) creation tools emphasize visual content while lacking user-friendly sound design…

Human-Computer Interaction · Computer Science 2024-10-11 Chongjun Zhong , Jiaxing Yu , Yingping Cao , Songruoyao Wu , Wenqi Wu , Kejun Zhang

Generative Artificial Intelligence (AI), particularly tools like OpenAI's popular ChatGPT, is reshaping the landscape of computer science research. Used wisely, these tools can boost the productivity of a computer research scientist. This…

Artificial Intelligence · Computer Science 2023-11-21 Eduardo C. Garrido-Merchan

Music has a unique and complex structure which is challenging for both expert humans and existing AI systems to understand, and presents unique challenges relative to other forms of audio. We present LLark, an instruction-tuned multimodal…

Sound · Computer Science 2024-06-04 Josh Gardner , Simon Durand , Daniel Stoller , Rachel M. Bittner

Music enhances video narratives and emotions, driving demand for automatic video-to-music (V2M) generation. However, existing V2M methods relying solely on visual features or supplementary textual inputs generate music in a black-box…

Multimedia · Computer Science 2025-07-29 Junxian Wu , Weitao You , Heda Zuo , Dengming Zhang , Pei Chen , Lingyun Sun

Music is essential in daily life, fulfilling emotional and entertainment needs, and connecting us personally, socially, and culturally. A better understanding of music can enhance our emotions, cognitive skills, and cultural connections.…

Generative AI has demonstrated impressive performance in various fields, among which speech synthesis is an interesting direction. With the diffusion model as the most popular generative model, numerous works have attempted two active…

Evaluating generative models remains a fundamental challenge, particularly when the goal is to reflect human preferences. In this paper, we use music generation as a case study to investigate the gap between automatic evaluation metrics and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-01 Huan Zhang , Jinhua Liang , Huy Phan , Wenwu Wang , Emmanouil Benetos

The term "generative AI" refers to computational techniques that are capable of generating seemingly new, meaningful content such as text, images, or audio from training data. The widespread diffusion of this technology with examples such…

Artificial Intelligence · Computer Science 2023-09-18 Stefan Feuerriegel , Jochen Hartmann , Christian Janiesch , Patrick Zschech

Generative Artificial Intelligence (GAI) has made outstanding strides in recent years, with a good-sized impact on software product management. Drawing on pertinent articles from 2016 to 2023, this systematic literature evaluation reveals…

Software Engineering · Computer Science 2023-06-08 Nishant A. Parikh

Machine learning is the capacity of a computational system to learn structures from datasets in order to make predictions on newly seen data. Such an approach offers a significant advantage in music scenarios in which musicians can teach…

Human-Computer Interaction · Computer Science 2016-11-03 Rebecca Fiebrink , Baptiste Caramiaux

The explosion of content generated by artificial intelligence (AI) models has initiated a cultural shift in arts, music, and media, whereby roles are changing, values are shifting, and conventions are challenged. The vast, readily available…

Songwriting has long served as a powerful medium for expressing unconscious emotions and fostering self-awareness in psychotherapy. Due to the auditory-centric nature of traditional approaches, Deaf and Hard-of-Hearing (DHH) individuals…

Human-Computer Interaction · Computer Science 2026-04-16 Youjin Choi , Jaeyoung Moon , Jinyoung Yoo , Jennifer G. Kim , Jin-Hyuk Hong

The generation of high-quality 3D environments is crucial for industries such as gaming, virtual reality, and cinema, yet remains resource-intensive due to the reliance on manual processes. This study performs a systematic review of…

Graphics · Computer Science 2025-06-09 Miguel Silva , Alexandre Valle de Carvalho

This work investigates how listeners perceive and evaluate AI-generated as compared to human-composed music in the context of emotional resonance and regulation. Across a mixed-methods design, participants were exposed to both AI and human…

Human-Computer Interaction · Computer Science 2025-06-04 Kimaya Lecamwasam , Tishya Ray Chaudhuri

Deep Learning models have shown very promising results in automatically composing polyphonic music pieces. However, it is very hard to control such models in order to guide the compositions towards a desired goal. We are interested in…

Machine Learning · Computer Science 2021-03-11 Lucas N. Ferreira , Jim Whitehead

AI-generated content (AIGC) methods aim to produce text, images, videos, 3D assets, and other media using AI algorithms. Due to its wide range of applications and the potential of recent works, AIGC developments -- especially in Machine…

Computer Vision and Pattern Recognition · Computer Science 2025-01-22 Lin Geng Foo , Hossein Rahmani , Jun Liu

Generative artificial intelligence has the potential to both exacerbate and ameliorate existing socioeconomic inequalities. In this article, we provide a state-of-the-art interdisciplinary overview of the potential impacts of generative AI…

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