Algebraic structures emerge from the self-supervised learning of natural sounds.
Pierre Orhan, Yves Boubenec, Jean-Rémi King
This paper shows deep learning models can spontaneously detect algebraic structures in sounds through self-supervised learning, with performance depending on exposure to natural sounds and pretraining on music or environmental sounds.