Predefined Prototypes for Intra-Class Separation and Disentanglement

A Almudévar, T Mariotte, A Ortega, M Tahon… - arxiv preprint arxiv …, 2024 - arxiv.org
Prototypical Learning is based on the idea that there is a point (which we call prototype)
around which the embeddings of a class are clustered. It has shown promising results in …

Explainable by-design Audio Segmentation through Non-Negative Matrix Factorization and Probing

M Lebourdais, T Mariotte, A Almudévar… - arxiv preprint arxiv …, 2024 - arxiv.org
Audio segmentation is a key task for many speech technologies, most of which are based on
neural networks, usually considered as black boxes, with high-level performances …