Open-source conversational ai with speechbrain 1.0

M Ravanelli, T Parcollet, A Moumen… - Journal of Machine …, 2024 - jmlr.org
SpeechBrain is an open-source Conversational AI toolkit based on PyTorch, focused
particularly on speech processing tasks such as speech recognition, speech enhancement …

Focal Modulation Networks for Interpretable Sound Classification

L Della Libera, C Subakan, M Ravanelli - arXiv preprint arXiv:2402.02754, 2024 - arxiv.org
The increasing success of deep neural networks has raised concerns about their inherent
black-box nature, posing challenges related to interpretability and trust. While there has …

Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech

E Mancini, F Paissan, P Torroni, M Ravanelli… - arXiv preprint arXiv …, 2024 - arxiv.org
Speech impairments in Parkinson's disease (PD) provide significant early indicators for
diagnosis. While models for speech-based PD detection have shown strong performance …