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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

Large Language Models (LLM) have shown encouraging progress in multimodal understanding and generation tasks. However, how to design a human-aligned and interpretable melody composition system is still under-explored. To solve this problem,…

Sound · Computer Science 2024-03-08 Xia Liang , Xingjian Du , Jiaju Lin , Pei Zou , Yuan Wan , Bilei Zhu

While Large Language Models (LLMs) make symbolic music generation increasingly accessible, producing music with distinctive composition and rich expressiveness remains a significant challenge. Many studies have introduced emotion models to…

Sound · Computer Science 2025-11-19 Dengyun Huang , Yonghua Zhu

To train a machine learning model is necessary to take numerous decisions about many options for each process involved, in the field of sequence generation and more specifically of music composition, the nature of the problem helps to…

Sound · Computer Science 2021-01-20 Sebastian Garcia-Valencia , Alejandro Betancourt , Juan G. Lalinde-Pulido

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

Computer system creativity is a key step on the pathway to artificial general intelligence (AGI). It is elusive, however, due to the fact that human creativity is not fully understood and, thus, it is difficult to develop this capability in…

Artificial Intelligence · Computer Science 2024-09-05 Jeremy Straub , Zach Johnson

Generative, ML-driven interactive systems have the potential to change how people interact with computers in creative processes - turning tools into co-creators. However, it is still unclear how we might achieve effective human-AI…

Human-Computer Interaction · Computer Science 2022-07-08 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro

This paper demonstrates emergence of computational creativity in the field of music. Different aspects of creativity such as producer, process, product and press are studied and formulated. Different notions of computational creativity such…

Sound · Computer Science 2019-04-30 Subodh Deolekar , Siby Abraham

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

We describe Verse by Verse, our experiment in augmenting the creative process of writing poetry with an AI. We have created a group of AI poets, styled after various American classic poets, that are able to offer as suggestions generated…

Computation and Language · Computer Science 2022-05-12 David Uthus , Maria Voitovich , R. J. Mical

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

In this paper, we introduce new methods and discuss results of text-based LSTM (Long Short-Term Memory) networks for automatic music composition. The proposed network is designed to learn relationships within text documents that represent…

Artificial Intelligence · Computer Science 2016-04-20 Keunwoo Choi , George Fazekas , Mark Sandler

This paper introduces four different artificial intelligence algorithms for music generation and aims to compare these methods not only based on the aesthetic quality of the generated music but also on their suitability for specific…

Sound · Computer Science 2025-04-04 Razvan Paroiu , Stefan Trausan-Matu

Automatic Music Generation (AMG) has become an interesting research topic for many scientists in artificial intelligence, who are also interested in the music industry. One of the main challenges in AMG is that there is no clear objective…

Artificial Intelligence · Computer Science 2022-06-06 Maryam Majidi , Rahil Mahdian Toroghi

The development of artificial intelligent composition has resulted in the increasing popularity of machine-generated pieces, with frequent copyright disputes consequently emerging. There is an insufficient amount of research on the…

Artificial Intelligence · Computer Science 2020-10-16 Yang Deng , Ziyao Xu , Li Zhou , Huanping Liu , Anqi Huang

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

Music is a potent form of expression that can communicate, accentuate or even create the emotions of an individual or a collective. Both historically and in contemporary experiences, musical expression was and is commonly instrumentalized…

Information Retrieval · Computer Science 2024-11-12 Abhishek Kaushik , Kayla Rush

AI music generation has advanced rapidly, with models like diffusion and autoregressive algorithms enabling high-fidelity outputs. These tools can alter styles, mix instruments, or isolate them. Since sound can be visualized as…

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

Generative AI, such as image generation models and large language models, stands to provide tremendous value to end-user programmers in creative and knowledge workflows. Current research methods struggle to engage end-users in a realistic…

Human-Computer Interaction · Computer Science 2023-12-29 Advait Sarkar , Ian Drosos , Rob Deline , Andrew D. Gordon , Carina Negreanu , Sean Rintel , Jack Williams , Benjamin Zorn
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