2 papers
cs.LG2025
Aligning Brain Signals with Multimodal Speech and Vision Embeddings
Kateryna Shapovalenko, Quentin Auster
When we hear the word "house", we don't just process sound, we imagine walls, doors, memories. The brain builds meaning through layers, moving from raw acoustics to rich, multimoda…
cs.SD2025
A Penny for Your Thoughts: Decoding Speech from Inexpensive Brain Signals
Quentin Auster, Kateryna Shapovalenko, Chuang Ma +1
We explore whether neural networks can decode brain activity into speech by mapping EEG recordings to audio representations. Using EEG data recorded as subjects listened to natural…