Author

Elio Quinton

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Preprint Aug 2026

On the Geometry of Music Bandwidth Extension in Latent Spaces of Audio Codecs

It is shown that estimating a single transport vector between the clean and degraded latent centroids on a reference set, and adding it to degraded latents, can yield restoration performance competitive with large diffusion models.

Hendrik Vincent Koops, Hao Tan, Elio Quinton · 0 citations

Preprint Aug 2026

Steering dense music retrieval with open-vocabulary concept discovery

A lightweight, training-free method that recovers a sparse set of audio features whose decoded representation reconstructs the target concept while remaining consistent with audio-space geometry, enabling more precise concept amplification and suppression with reduced drift on preservation metrics.

Julien Guinot, Alain Riou, Elio Quinton et al. · 0 citations