no code implementations • 11 Dec 2023 • Alexis Thual, Yohann Benchetrit, Felix Geilert, Jérémy Rapin, Iurii Makarov, Hubert Banville, Jean-Rémi King
Deep learning is leading to major advances in the realm of brain decoding from functional Magnetic Resonance Imaging (fMRI).
no code implementations • 18 Oct 2023 • Yohann Benchetrit, Hubert Banville, Jean-Rémi King
In the past five years, the use of generative and foundational AI systems has greatly improved the decoding of brain activity.
no code implementations • 6 Jun 2023 • Linnea Evanson, Yair Lakretz, Jean-Rémi King
To investigate this, we here compare the learning trajectories of deep language models to those of children.
1 code implementation • 25 Aug 2022 • Alexandre Défossez, Charlotte Caucheteux, Jérémy Rapin, Ori Kabeli, Jean-Rémi King
Overall, this effective decoding of perceived speech from non-invasive recordings delineates a promising path to decode language from brain activity, without putting patients at risk for brain surgery.
no code implementations • 15 Feb 2022 • Pierre Orhan, Yves Boubenec, Jean-Rémi King
Over the last decade, numerous studies have shown that deep neural networks exhibit sensory representations similar to those of the mammalian brain, in that their activations linearly map onto cortical responses to the same sensory inputs.
no code implementations • Findings (EMNLP) 2021 • Charlotte Caucheteux, Alexandre Gramfort, Jean-Rémi King
A popular approach to decompose the neural bases of language consists in correlating, across individuals, the brain responses to different stimuli (e. g. regular speech versus scrambled words, sentences, or paragraphs).
no code implementations • 6 Jan 2021 • Yair Lakretz, Théo Desbordes, Jean-Rémi King, Benoît Crabbé, Maxime Oquab, Stanislas Dehaene
Finally, probing the internal states of the model during the processing of sentences with nested tree structures, we found a complex encoding of grammatical agreement information (e. g. grammatical number), in which all the information for multiple words nouns was carried by a single unit.