Supplementary Material

This page contains the supplementary material for the paper On the Joint Minimization of Regularization Loss Functions in Deep Variational Bayesian Methods for Attribute-Controlled Symbolic Music Generation, submitted to EUSIPCO 2025.

Rhythm Complexity

NM
P&L
PT
Rhythm Complexity - Gamma 0.001 - NM Decoded Sequences Plot Rhythm Complexity - Gamma 0.001 - P&L Decoded Sequences Plot Rhythm Complexity - Gamma 0.001 - PT Decoded Sequences Plot Rhythm Complexity - Gamma 0.001 - NM OA Plot Rhythm Complexity - Gamma 0.001 - P&L OA Plot Rhythm Complexity - Gamma 0.001 - PT OA Plot

Rhythm Complexity attribute regularization with β → 10-3 and γ = 10-3

NM
P&L
PT
Rhythm Complexity - Gamma 1.0 - NM Decoded Sequences Plot Rhythm Complexity - Gamma 1.0 - P&L Decoded Sequences Plot Rhythm Complexity - Gamma 1.0 - PT Decoded Sequences Plot Rhythm Complexity - Gamma 1.0 - NM OA Plot Rhythm Complexity - Gamma 1.0 - P&L OA Plot Rhythm Complexity - Gamma 1.0 - PT OA Plot

Rhythm Complexity attribute regularization with β → 10-3 and γ = 1

Contour

NM
P&L
PT
Contour - Gamma 0.001 - NM Decoded Sequences Plot Contour - Gamma 0.001 - P&L Decoded Sequences Plot Contour - Gamma 0.001 - PT Decoded Sequences Plot Contour - Gamma 0.001 - NM OA Plot Contour - Gamma 0.001 - P&L OA Plot Contour - Gamma 0.001 - PT OA Plot

Contour attribute regularization with β → 10-3 and γ = 10-3

NM
P&L
PT
Contour - Gamma 1.0 - NM Decoded Sequences Plot Contour - Gamma 1.0 - P&L Decoded Sequences Plot Contour - Gamma 1.0 - PT Decoded Sequences Plot Contour - Gamma 1.0 - NM OA Plot Contour - Gamma 1.0 - P&L OA Plot Contour - Gamma 1.0 - PT OA Plot

Contour attribute regularization with β → 10-3 and γ = 1

Pitch Range

NM
P&L
PT
Pitch Range - Gamma 0.001 - NM Decoded Sequences Plot Pitch Range - Gamma 0.001 - P&L Decoded Sequences Plot Pitch Range - Gamma 0.001 - PT Decoded Sequences Plot Pitch Range - Gamma 0.001 - NM OA Plot Pitch Range - Gamma 0.001 - P&L OA Plot Pitch Range - Gamma 0.001 - PT OA Plot

Pitch Range attribute regularization with β → 10-3 and γ = 10-3

NM
P&L
PT
Pitch Range - Gamma 1.0 - NM Decoded Sequences Plot Pitch Range - Gamma 1.0 - P&L Decoded Sequences Plot Pitch Range - Gamma 1.0 - PT Decoded Sequences Plot Pitch Range - Gamma 1.0 - NM OA Plot Pitch Range - Gamma 1.0 - P&L OA Plot Pitch Range - Gamma 1.0 - PT OA Plot

Pitch Range attribute regularization with β → 10-3 and γ = 1