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Z. Spalding

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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 · 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. · 0 citations

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