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Workshop: NeurIPS 2023 Workshop on Machine Learning for Creativity and Design

The Interface for Symbolic Music Loop Generation Conditioned on Musical Metadata

Sangjun Han · Hyeongrae Ihm · Woohyung Lim

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[ Poster
Sat 16 Dec 1:30 p.m. PST — 2:30 p.m. PST


We develop a web interface that generates multi-track music loop sequences. Our system takes musical metadata from users as input conditions and generates MIDI token events that can be played seamlessly. The core component, the loop generation model, is trained with loop sets that have been extracted by observing the repetitive structure of music. Also, the metadata tokens are randomly dropped to ensure flexible controllability during training. Our interface is available at

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