Author

Francesco Scagliola

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Preprint Aug 2026

From local kernels to global form: modeling the emergence of musical content

Markov models are established tools for symbolic music, including non-homogeneous formulations. The narrower contribution examined here is an observation-driven estimation mechanism: overlapping sliding windows derive a trajectory of local transition kernels from one symbolic sequence rather than from an exogenous form...

Francesco Vitucci, M. Lorusso, Francesco Scagliola · 0 citations

#natural language process... Preprint Sep 2026

Memory as transformation: LETHE, a self-referential gan-inspired architecture

LETHE (Latent-parameter Evolution with Temporal Hierarchical quasi-Equilibrium) is a self-referential sonic-oblivion system implemented in SuperCollider. It adopts the formal vocabulary of Generative Adversarial Networks in a closed configuration without external datasets or supervision after initialization. Audio is p...

Francesco Vitucci, Anthony Di Furia, Francesco Scagliola · 0 citations

#natural language process... Preprint Sep 2026

Opening mind by opening architecture: analysis strategies

The process of building analytical evaluation tools, as well as practical implementation, at the basis of a conscious study path is illustrated, starting from the case study of Manfred Schroeder's historical reverbs.

Francesco Vitucci, G. Silvi, Daniele Giuseppe Annese et al. · 0 citations