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Topic: topographical structure

ePoster
1 ePoster

In Neuroscience

ePoster · Neuroscience

Predicting proprioceptive cortical anatomy and neural coding with topographic autoencoders

Max Grogan, Lee Miller, Kyle Blum, Yufei Wu, Aldo Faisal · COSYNE 2023

Fri, Mar 10, 2023

Proprioception is fundamental for the control of movement, its loss producing profound motor deficits. Yet basic questions of how pose and movement are represented, as well as how these representations are arranged across the somatosensory cortex, are unclear. To this end, we adopt a task-driven modelling approach, using a spiking variational autoencoder to approximate a population of cortical neurons. We optimize the model to encode natural movement stimuli derived from recordings of human kinematics and impose biological constraints which we hypothesise to be important for reproducing charac