Decoding Part-of-Speech from Human EEG Signals

no code implementations • ACL 2022 • Alex Murphy, Bernd Bohnet, Ryan Mcdonald, Uta Noppeney

This work explores techniques to predict Part-of-Speech (PoS) tags from neural signals measured at millisecond resolution with electroencephalography (EEG) during text reading.

Data Augmentation EEG +2

Identifying Shared Decodable Concepts in the Human Brain Using Image-Language Foundation Models

no code implementations • 6 Jun 2023 • Cory Efird, Alex Murphy, Joel Zylberberg, Alona Fyshe

In the final section of our analysis, we localize shared decodable concepts in the brain using a voxel-masking optimization method to produce a shared decodable concept (SDC) space.

Contrastive Learning Dimensionality Reduction