Davide Borra

A protocol for trustworthy EEG decoding with neural networks

Davide Borra

Elisa Magosso

Mirco Ravanelli

2024-12-31

Neural Networks (publié)

doi.org

Open-Source Conversational AI with SpeechBrain 1.0

Mirco Ravanelli

Titouan Parcollet

Adel Moumen

Sylvain de Langen

Yingzhi Wang

Zeyu Zhao

Shucong Zhang

Georgios Karakasidis

Sung-Lin Yeh

Pierre Champion

Aku Rouhe

Rudolf Braun … (voir 13 de plus)

Florian Mai

Juan Zuluaga-Gomez

Seyed Mahed Mousavi

Andreas Nautsch

Ha Nguyen

Xuechen Liu

Sangeet Sagar

Jarod Duret

Salima Mdhaffar

Gaëlle Laperrière

Mickael Rouvier

Renato De Mori

Yannick Estève

SpeechBrain is an open-source Conversational AI toolkit based on PyTorch, focused particularly on speech processing tasks such as speech rec… (voir plus)ognition, speech enhancement, speaker recognition, text-to-speech, and much more. It promotes transparency and replicability by releasing both the pre-trained models and the complete "recipes" of code and algorithms required for training them. This paper presents SpeechBrain 1.0, a significant milestone in the evolution of the toolkit, which now has over 200 recipes for speech, audio, and language processing tasks, and more than 100 models available on Hugging Face. SpeechBrain 1.0 introduces new technologies to support diverse learning modalities, Large Language Model (LLM) integration, and advanced decoding strategies, along with novel models, tasks, and modalities. It also includes a new benchmark repository, offering researchers a unified platform for evaluating models across diverse tasks.

2024-12-30

OpenReview (publié)

doi.org

openreview.net

SpeechBrain-MOABB: An open-source Python library for benchmarking deep neural networks applied to EEG signals

Davide Borra

Francesco Paissan

Mirco Ravanelli

2024-10-31

Computers in Biology and Medicine (publié)

doi.org

Explaining Network Decision Provides Insights on the Causal Interaction Between Brain Regions in a Motor Imagery Task