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 …

Automated Assessment of Classroom Interaction Based on Verbal Dynamics: A Deep Learning Approach

S Singh, L Singh, N Satsangee - SN Computer Science, 2025 - Springer
Classroom assessment is a decisive task that provides the insights of teaching-learning
process. In general, the traditional way of classroom assessments is tedious and time …

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 …