#NeuralSet turns raw #NeuralRecordings and stimuli into #PyTorch-ready datasets. Supports
๐Ÿง  #fMRI, #EEG, #MEG, #iEEG, #spikesโ€ฆ and preprocesses ๐Ÿ’ฌ text ๐Ÿ”Š audio โ–ถ๏ธ video ๐Ÿž๏ธ imageโ€ฆ #embeddings:

๐Ÿ“š https://facebookresearch.github.io/neuroai/neuralset/index.html
๐Ÿ“ https://kingjr.github.io/files/neuralset.pdf

#NeuroAI #CompNeuro #Neuroscience #electrophysiology

๐Ÿง โœจ Just published โ€“ โ€œThe dynamics and geometry of choice in the premotor #cortexโ€ by Genkin etโ€ฏ al. shows how the #brain encodes #decisions. Using single-trial #NeuralRecordings, they model #decisionmaking as 1D trajectories on a high-dimensional #manifold.

Key findings:
๐Ÿ‘‰ Diverse tuning curves reflect one latent decision variable
๐Ÿ‘‰ Dynamics follow an attractor
๐Ÿ‘‰ Geometry links sensory & cognitive coding

โœ๏ธ https://www.nature.com/articles/s41586-025-09199-1
๐Ÿ’ป https://github.com/engellab/neuralflow

#Neuroscience #CompNeuro

The dynamics and geometry of choice in the premotor cortex - Nature

A population code for the dynamics of choice formation in the primate premotor cortex is revealed, with diverse single-neuron tuning to a shared decision variable.

Nature