Advancing deep learning for expressive music composition and performance modeling

Advancing deep learning for expressive music composition and performance modeling

Abstract The pursuit of expressive and human-like music generation remains a significant challenge in the field of artificial intelligence (AI). While deep learning has advanced AI music composition and transcription, current models often struggle with long-term structural coherence and emotional nu...

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Bibliographic Details
Main Author: Man Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Deep learning
AI music generation
Music transcription
Transformer models
Generative adversarial networks (GANs)
Long short-term memory (LSTM)
Online Access:https://doi.org/10.1038/s41598-025-13064-6
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https://doi.org/10.1038/s41598-025-13064-6

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