Publications.

Improving Musical Accompaniment Co-Creation via Diffusion Transformers

Continuous Autoregressive Models with Noise Augmentation Avoid Error Accumulation

Diff-A-Riff: Musical Accompaniment Co-creation via Latent Diffusion Models

Music2Latent: Consistency Autoencoders for Latent Audio Compression 

Stem-JEPA: A Joint-Embedding Predictive Architecture for Musical Stem Compatibility Estimation

Harmonic and Transposition Constraints Arising from the Use of the Roland TR-808 Bass Drum

Controlling Surprisal in Music Generation via Information Content Curve Matching 

Deep Learning-based Audio Representations for the Analysis and Visualisation of Timbre in Electronic Dance Music DJ Mixes

Investigating Design Choices in Joint-Embedding Predictive Architectures for General Audio Representation Learning

Bass Accompaniment Generation via Latent Diffusion

Self-Supervised Music Source Separation Using Vector-Quantized Source Category Estimates

Singer Identity Representation Learning Using Self-Supervised Techniques

Exploring Sampling Techniques for Generating Melodies with a Transformer Language Model

PESTO: Pitch Estimation with Self-supervised Transposition-equivariant Objective

GANStrument: Adversarial Instrument Sound Synthesis with Pitch-Invariant Instance Conditioning