Publications.

Music2Latent2: Audio Compression with Summary Embeddings and Autoregressive Decoding

Accompaniment Prompt Adherence: A Measure for Evaluating Music Accompaniment Systems

Estimating Musical Surprisal in Audio

Hybrid Losses for Hierarchical Embedding Learning

Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures

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