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Paper · arXiv

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 processed by a 3 x 3 mixing matrix built around two delay lines; its nine coefficients and two delay times evolve through the interaction of a five-feature linear discriminator and a random-perturbation optimizer analogous to single-sample REINFORCE. The discriminator compares current energy behavior with an archive of the initial state and guides parameter updates. Circular,...

AuthorsFrancesco Vitucci, Anthony Di Furia, Francesco Scagliola
Primary categorycs.CL
Published3 September 2026
Last updated at source3 September 2026
cs.CL
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