Approaches to notation for embodied engagement with a novel neural network-based musical instrument

Introduction The growing complexity and breadth of sonic possibilities enabled by sound synthesis technologies give rise to significant challenges for the notation of music, especially in light of emerging neural network-based paradigms. Prescriptive vs. descriptive notation has emerged as a paradigm with relevance to this challenge. Methods Experienced musicians ( n = 11) were asked to compose for a novel neural network-based digital musical instrument and were prompted to produce descriptive and prescriptive graphic notations. Results Group differences in task conceptualisation were observed, while further analysis revealed perpendicular dimensions of variation in the resulting musical notation, which were associated with perceived creativity support. Discussion Based on this analysis, a conceptual framework is proposed that suggests useful strategies for music composition and creative endeavours. Summary Beyond the representation of sound and/or action, use of abstraction and metaphor emerge as strategies for music notation, with consequences for support of creative work.

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Publication Details

Journal
Frontiers in Computer Science
Published
2025-10-21
DOI
https://doi.org/10.3389/fcomp.2025.1597806
Primary Topic
Music Technology and Sound Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

Approaches to notation for embodied engagement with a novel neural network-based musical instrument

Benjamin Bacon, Holly Ambrozic McKee, Leonardo Auri
Frontiers in Computer Science
Music Technology and Sound Studies
article

Approaches to notation for embodied engagement with a novel neural network-based musical instrument

Benjamin Bacon, Holly Ambrozic McKee, Leonardo Auri
article en

Abstract

Introduction The growing complexity and breadth of sonic possibilities enabled by sound synthesis technologies give rise to significant challenges for the notation of music, especially in light of emerging neural network-based paradigms. Prescriptive vs. descriptive notation has emerged as a paradigm with relevance to this challenge. Methods Experienced musicians ( n = 11) were asked to compose for a novel neural network-based digital musical instrument and were prompted to produce descriptive and prescriptive graphic notations. Results Group differences in task conceptualisation were observed, while further analysis revealed perpendicular dimensions of variation in the resulting musical notation, which were associated with perceived creativity support. Discussion Based on this analysis, a conceptual framework is proposed that suggests useful strategies for music composition and creative endeavours. Summary Beyond the representation of sound and/or action, use of abstraction and metaphor emerge as strategies for music notation, with consequences for support of creative work.

Frontiers in Computer ScienceVol. 7
Hasso Plattner Institute (DE), Technische Universität Berlin (DE)
McGill University, Bosch-Forschungsstiftung, Universität Potsdam
Openalex Percentile: Top 70%
Music Technology and Sound Studies
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