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Simon Dixon

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#machine learning Preprint Oct 2026

Learning Jazz Pianist Style with Cross-Attention Conditioning

Jazz pianists develop distinctive traits that experienced listeners can often identify within seconds, yet the features underlying this recognition resist formal description. We study jazz pianist style through the lens of a pretrained symbolic music transformer, showing that its learned representations already encode...

Drew Edwards, Akira Maezawa, Simon Dixon · 0 citations
#machine learning Preprint Sep 2026

Synthesis and editing of multi-instrument audio mixtures using scalar-quantised latents with MIDI Span conditioning

SpanSynth-Edit is introduced, a flow-matching model for MIDI-guided synthesis and editing of multi-instrument audio mixtures using low-frame-rate scalar-quantised latents using low-frame-rate scalar-quantised latents.

Sungkyun Chang, K. Bhandari, Simon Dixon et al. · 0 citations
Preprint Aug 2026

SPHERE: Automatic Music Upmixing via Audio Language Model Post-Training with Spatial Heuristic Rewards

In this paper, we study the task of automatic music upmixing, wherein a system predicts spatial mixing parameters from a multi-stem recording. Different from existing methods that rely on task-specific music encoders, we approach this task via audio language model (ALM) post-training, leveraging rich representations fr...

Zi-Xun Guo, Calvin Murdock, Sanjeel Parekh et al. · 0 citations

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