Foundation models for music: A survey

Y Ma, A Øland, A Ragni, BMS Del Sette, C Saitis… - arxiv preprint arxiv …, 2024 - arxiv.org
In recent years, foundation models (FMs) such as large language models (LLMs) and latent
diffusion models (LDMs) have profoundly impacted diverse sectors, including music. This …

Roman numeral analysis with graph neural networks: Onset-wise predictions from note-wise features

E Karystinaios, G Widmer - arxiv preprint arxiv:2307.03544, 2023 - arxiv.org
Roman Numeral analysis is the important task of identifying chords and their functional
context in pieces of tonal music. This paper presents a new approach to automatic Roman …

Graphmuse: A library for symbolic music graph processing

E Karystinaios, G Widmer - arxiv preprint arxiv:2407.12671, 2024 - arxiv.org
Graph Neural Networks (GNNs) have recently gained traction in symbolic music tasks, yet a
lack of a unified framework impedes progress. Addressing this gap, we present GraphMuse …

SMUG-Explain: A Framework for Symbolic Music Graph Explanations

E Karystinaios, F Foscarin, G Widmer - arxiv preprint arxiv:2405.09241, 2024 - arxiv.org
In this work, we present Score MUsic Graph (SMUG)-Explain, a framework for generating
and visualizing explanations of graph neural networks applied to arbitrary prediction tasks …

Perception-inspired graph convolution for music understanding tasks

E Karystinaios, F Foscarin, G Widmer - arxiv preprint arxiv:2405.09224, 2024 - arxiv.org
We propose a new graph convolutional block, called MusGConv, specifically designed for
the efficient processing of musical score data and motivated by general perceptual …

Cluster and Separate: a GNN Approach to Voice and Staff Prediction for Score Engraving

F Foscarin, E Karystinaios, E Nakamura… - arxiv preprint arxiv …, 2024 - arxiv.org
This paper approaches the problem of separating the notes from a quantized symbolic
music piece (eg, a MIDI file) into multiple voices and staves. This is a fundamental part of the …

[PDF][PDF] REAL-TIME FUTURE-RHYTHM VISUALIZER FOR DJ PERFORMANCE

M HAMANAKA - … on immersion through laser doppler vibrometry, 2024 - research.ed.ac.uk
In breaking, which features two dancers breakdancing against each other to the rhythm of
music remixed by a disc jockey (DJ), it is important to match the technique to the timing of the …

Symbolic Music Analysis with Graph Neural Networks/submitted by Emmanouil Karystinaios

E Karystinaios - 2024 - epub.jku.at
Music analysis, as a scholarly field and as a set of techniques, is crucial for comprehending
and appreciating music. It systematically examines elements such as harmony, melody …