ReMi: A Random Recurrent Neural Network Approach to Music Production

Generative artificial intelligence raises concerns related to energy consumption, copyright infringement and creative atrophy. We show that randomly initialized recurrent neural networks can produce arpeggios and low-frequency oscillations that are rich and configurable. In contrast to end-to-end music generation that aims to replace musicians, our approach expands their creativity while requiring no data and much less computational power. More information can be found at: https://allendia.com/

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Publication Details

Journal
ArXiv.org
Published
2025-04-02
Primary Topic
Music Technology and Sound Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

ReMi: A Random Recurrent Neural Network Approach to Music Production

W. David Pan, Xavier Hinaut, Tara Vanhatalo, Hugo Chateau-Laurent
ArXiv.org
Music Technology and Sound Studies
article

ReMi: A Random Recurrent Neural Network Approach to Music Production

W. David Pan, Xavier Hinaut, Tara Vanhatalo, Hugo Chateau-Laurent
article en

Abstract

Generative artificial intelligence raises concerns related to energy consumption, copyright infringement and creative atrophy. We show that randomly initialized recurrent neural networks can produce arpeggios and low-frequency oscillations that are rich and configurable. In contrast to end-to-end music generation that aims to replace musicians, our approach expands their creativity while requiring no data and much less computational power. More information can be found at: https://allendia.com/

ArXiv.org
Université de Bordeaux (FR), Laboratoire de Statistique Théorique et Appliquée (FR), Institut de Mathématiques de Bordeaux (FR)
Openalex Percentile: Top 61%
Music Technology and Sound Studies
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