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Music therapy has emerged recently as a successful intervention that improves patient's outcome in a large range of neurological and mood disorders without adverse effects. Brain networks are entrained to music in ways that can be explained…

Neurons and Cognition · Quantitative Biology 2023-05-25 Nicole Lai , Marios Philiastides , Fahim Kawsar , Fani Deligianni

Generative models of expressive piano performance are usually assessed by comparing their predictions to a reference human performance. A generative algorithm is taken to be better than competing ones if it produces performances that are…

Algorithmic music composition is a way of composing musical pieces with minimal to no human intervention. While recurrent neural networks are traditionally applied to many sequence-to-sequence prediction tasks, including successful…

Machine Learning · Computer Science 2022-11-03 Moseli Mots'oehli , Anna Sergeevna Bosman , Johan Pieter De Villiers

Understanding how cognitive and social mechanisms shape the evolution of complex artifacts such as songs is central to cultural evolution research. Social network topology (what artifacts are available?), selection (which are chosen?), and…

Social and Information Networks · Computer Science 2025-02-19 Raja Marjieh , Manuel Anglada-Tort , Thomas L. Griffiths , Nori Jacoby

Text-to-music models have revolutionized the creative landscape, offering new possibilities for music creation. Yet their integration into musicians workflows remains underexplored. This paper presents a case study on how TTM models impact…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-30 Francesca Ronchini , Luca Comanducci , Simone Marcucci , Fabio Antonacci

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 order to collaborate and co-create with humans, an AI system must be capable of both reactive and anticipatory behavior. We present a case study of such a system in the domain of musical improvisation. We consider a duo consisting of a…

Artificial Intelligence · Computer Science 2019-06-06 Oscar Thörn , Peter Fögel , Peter Knudsen , Luis de Miranda , Alessandro Saffiotti

A big challenge in algorithmic composition is to devise a model that is both easily trainable and able to reproduce the long-range temporal dependencies typical of music. Here we investigate how artificial neural networks can be trained on…

Machine Learning · Statistics 2016-06-24 Florian Colombo , Samuel P. Muscinelli , Alexander Seeholzer , Johanni Brea , Wulfram Gerstner

Recent advances in generative AI for music have achieved remarkable fidelity and stylistic diversity, yet these systems often fail to align with nuanced human preferences due to the specific loss functions they use. This paper advocates for…

Sound · Computer Science 2025-11-20 Dorien Herremans , Abhinaba Roy

In recent decades, neuroscientific and psychological research has traced direct relationships between taste and auditory perceptions. This article explores multimodal generative models capable of converting taste information into music,…

Sound · Computer Science 2025-09-01 Matteo Spanio , Massimiliano Zampini , Antonio Rodà , Franco Pierucci

Open AI's language model, GPT-3, has shown great potential for many NLP tasks, with applications in many different domains. In this work we carry out a first study on GPT-3's capability to communicate musical decisions through textual…

Computation and Language · Computer Science 2022-06-17 Stephen James Krol , Maria Teresa Llano , Jon McCormack

Automatic music generation with artificial intelligence typically requires a large amount of data which is hard to obtain for many less common genres and musical instruments. To tackle this issue, we present ongoing work and preliminary…

Sound · Computer Science 2023-01-04 Li Zhang , Chris Callison-Burch

Large-scale text-to-music generation models have significantly enhanced music creation capabilities, offering unprecedented creative freedom. However, their ability to collaborate effectively with human musicians remains limited. In this…

Sound · Computer Science 2024-07-16 Yongyi Zang , Yixiao Zhang

By observing the activities and relationships of musicians and sound designers to the activities of creation, performance, publishing and dissemination with artificial intelligence (AI), from two specialized forums between 2022 and 2024,…

Human-Computer Interaction · Computer Science 2025-11-25 Arnaud Zeller , Emmanuelle Chevry Pebayle

Rapid advancements in artificial intelligence have significantly enhanced generative tasks involving music and images, employing both unimodal and multimodal approaches. This research develops a model capable of generating music that…

Sound · Computer Science 2024-09-13 Tanisha Hisariya , Huan Zhang , Jinhua Liang

Current AI-generated music lacks fundamental principles of good compositional techniques. By narrowing down implementation issues both programmatically and musically, we can create a better understanding of what parameters are necessary for…

Sound · Computer Science 2021-11-16 Daniel Szelogowski

Recent advances in AI music (AIM) generation services are currently transforming the music industry. Given these advances, understanding how humans perceive AIM is crucial both to educate users on identifying AIM songs, and, conversely, to…

Artificial Intelligence · Computer Science 2025-10-01 Flavio Figueiredo , Giovanni Martinelli , Henrique Sousa , Pedro Rodrigues , Frederico Pedrosa , Lucas N. Ferreira

The field of Automatic Music Generation has seen significant progress thanks to the advent of Deep Learning. However, most of these results have been produced by unconditional models, which lack the ability to interact with their users, not…

Sound · Computer Science 2022-12-22 Pedro Neves , Jose Fornari , João Florindo

In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and CTRL…

Sound · Computer Science 2018-11-13 Jean-Pierre Briot , François Pachet

Digital life, a form of life generated by computer programs or artificial intelligence systems, it possesses self-awareness, thinking abilities, emotions, and subjective consciousness. Achieving it involves complex neural networks,…

Human-Computer Interaction · Computer Science 2023-10-24 Qikang Zhang