Attractor and integrator networks in the brain

M Khona, IR Fiete - Nature Reviews Neuroscience, 2022 - nature.com
In this Review, we describe the singular success of attractor neural network models in
describing how the brain maintains persistent activity states for working memory, corrects …

How to build a cognitive map

JCR Whittington, D McCaffary, JJW Bakermans… - Nature …, 2022 - nature.com
Learning and interpreting the structure of the environment is an innate feature of biological
systems, and is integral to guiding flexible behaviors for evolutionary viability. The concept of …

No free lunch from deep learning in neuroscience: A case study through models of the entorhinal-hippocampal circuit

R Schaeffer, M Khona, I Fiete - Advances in neural …, 2022 - proceedings.neurips.cc
Research in Neuroscience, as in many scientific disciplines, is undergoing a renaissance
based on deep learning. Unique to Neuroscience, deep learning models can be used not …

Locally ordered representation of 3D space in the entorhinal cortex

G Ginosar, J Aljadeff, Y Burak, H Sompolinsky, L Las… - Nature, 2021 - nature.com
As animals navigate on a two-dimensional surface, neurons in the medial entorhinal cortex
(MEC) known as grid cells are activated when the animal passes through multiple locations …

Place cells, grid cells, and the brain's spatial representation system

EI Moser, E Kropff, MB Moser - Annu. Rev. Neurosci., 2008 - annualreviews.org
More than three decades of research have demonstrated a role for hippocampal place cells
in representation of the spatial environment in the brain. New studies have shown that place …

Accurate path integration in continuous attractor network models of grid cells

Y Burak, IR Fiete - PLoS computational biology, 2009 - journals.plos.org
Grid cells in the rat entorhinal cortex display strikingly regular firing responses to the
animal's position in 2-D space and have been hypothesized to form the neural substrate for …

The head direction signal: origins and sensory-motor integration

JS Taube - Annu. Rev. Neurosci., 2007 - annualreviews.org
Navigation first requires accurate perception of one's spatial orientation within the
environment, which consists of knowledge about location and directional heading. Cells …

Are grid cells used for navigation? On local metrics, subjective spaces, and black holes

G Ginosar, J Aljadeff, L Las, D Derdikman, N Ulanovsky - Neuron, 2023 - cell.com
The symmetric, lattice-like spatial pattern of grid-cell activity is thought to provide a neuronal
global metric for space. This view is compatible with grid cells recorded in empty boxes but …

Specific evidence of low-dimensional continuous attractor dynamics in grid cells

KJ Yoon, MA Buice, C Barry, R Hayman… - Nature …, 2013 - nature.com
We examined simultaneously recorded spikes from multiple rat grid cells, to explain
mechanisms underlying their activity. Among grid cells with similar spatial periods, the …

What grid cells convey about rat location

IR Fiete, Y Burak, T Brookings - Journal of Neuroscience, 2008 - Soc Neuroscience
We characterize the relationship between the simultaneously recorded quantities of rodent
grid cell firing and the position of the rat. The formalization reveals various properties of grid …