Author

G. Cogan

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Open access Aug 2026

Distinct neural processes link speech planning and execution

Speaking is the primary way that humans communicate. This communication is enabled by a production system that can plan and execute unique combinations of speech sounds. Although a distributed network of brain regions has been implicated in speaking, it is unclear how planning and execution of speech are coordinated to...

S. Duraivel, Shervin Rahimpour, K. Barth et al. · Nature Human Behaviour · 0 citations

#machine learning Sep 2026

Pretraining for Sample-Efficient Neural Interfaces

This work proposes MAPA, an otherwise vanilla masked autoencoder with two spatial encodings, an anatomical region embedding and a relative positional encoding that together enable it to learn neural representations that transfer to unseen subjects and across various tasks.

Ben-Ting Tang, Z. Spalding, G. Cogan · arXiv.org · 0 citations

Open access Jul 2026

Shared latent representations of speech production for cross-patient speech decoding

By aligning patient-specific neural data to a shared latent space, it is shown that speech BCIs can be trained on data combined across patients, enabling cross-patient speech BCIs and support future speech BCIs that are more accurate and rapidly deployable.

Z. Spalding, S. Duraivel, S. Rahimpour et al. · Nature Communications · 0 citations