keyword
https://read.qxmd.com/read/38562699/continuous-bump-attractor-networks-require-explicit-error-coding-for-gain-recalibration
#1
Gorkem Secer, James J Knierim, Noah J Cowan
Representations of continuous variables are crucial to create internal models of the external world. A prevailing model of how the brain maintains these representations is given by continuous bump attractor networks (CBANs) in a broad range of brain functions across different areas, such as spatial navigation in hippocampal/entorhinal circuits and working memory in prefrontal cortex. Through recurrent connections, a CBAN maintains a persistent activity bump, whose peak location can vary along a neural space, corresponding to different values of a continuous variable...
March 20, 2024: bioRxiv
https://read.qxmd.com/read/37790471/grid-cell-firing-patterns-maintain-their-hexagonal-firing-patterns-on-a-circular-track
#2
Kathryn Hedrick, Manyi Yim, Steven Walton
In an open two-dimensional environment, grid cells in the medial entorhinal cortex are known to be active in multiple locations, displaying a striking periodic hexagonal firing pattern covering the entire space. Both modeling and experimental data suggest that such periodic spatial representations may emerge from a continuous attractor network. According to this theory, grid cell activity in any stable 1D environment is a slice through an underlying 2D hexagonal pattern, which is supported by some experimental studies but challenged by others...
September 19, 2023: Research Square
https://read.qxmd.com/read/37410093/remapping-in-a-recurrent-neural-network-model-of-navigation-and-context-inference
#3
JOURNAL ARTICLE
Isabel I C Low, Lisa M Giocomo, Alex H Williams
Neurons in navigational brain regions provide information about position, orientation, and speed relative to environmental landmarks. These cells also change their firing patterns ('remap') in response to changing contextual factors such as environmental cues, task conditions, and behavioral states, which influence neural activity throughout the brain. How can navigational circuits preserve their local computations while responding to global context changes? To investigate this question, we trained recurrent neural network models to track position in simple environments while at the same time reporting transiently-cued context changes...
July 6, 2023: ELife
https://read.qxmd.com/read/36509873/place-cells-dynamically-refine-grid-cell-activities-to-reduce-error-accumulation-during-path-integration-in-a-continuous-attractor-model
#4
JOURNAL ARTICLE
Jose A Fernandez-Leon, Ahmet Kerim Uysal, Daoyun Ji
Navigation is one of the most fundamental skills of animals. During spatial navigation, grid cells in the medial entorhinal cortex process speed and direction of the animal to map the environment. Hippocampal place cells, in turn, encode place using sensory signals and reduce the accumulated error of grid cells for path integration. Although both cell types are part of the path integration system, the dynamic relationship between place and grid cells and the error reduction mechanism is yet to be understood...
December 12, 2022: Scientific Reports
https://read.qxmd.com/read/36437188/the-chicken-and-egg-problem-of-grid-cells-and-place-cells
#5
REVIEW
Genela Morris, Dori Derdikman
Place cells and grid cells are major building blocks of the hippocampal cognitive map. The prominent forward model postulates that grid-cell modules are generated by a continuous attractor network; that a velocity signal evoked during locomotion moves entorhinal activity bumps; and that place-cell activity constitutes summation of entorhinal grid-cell modules. Experimental data support the first postulate, but not the latter two. Several families of solutions that depart from these postulates have been put forward...
February 2023: Trends in Cognitive Sciences
https://read.qxmd.com/read/36371966/gateway-identity-and-spatial-remapping-in-a-combined-grid-and-place-cell-attractor
#6
JOURNAL ARTICLE
Tristan Baumann, Hanspeter A Mallot
The spatial specificities of hippocampal place cells, i.e., their firing fields, are subject to change if the rat enters a new compartment in the experimental maze. This effect is known as remapping. It cannot be explained from path integration (grid cell activity) and local sensory cues alone but requires additional knowledge of the different compartments in the form of context recognition at the gateways between them. Here we present a model for the hippocampal-entorhinal interplay in which the activity of place and grid cells follows a joint attractor dynamic...
October 23, 2022: Neural Networks: the Official Journal of the International Neural Network Society
https://read.qxmd.com/read/36326795/simulation-of-oscillatory-dynamics-induced-by-an-approximation-of-grid-cell-output
#7
REVIEW
Roger D Traub, Miles A Whittington, Mark O Cunningham
Grid cells, in entorhinal cortex (EC) and related structures, signal animal location relative to hexagonal tilings of 2D space. A number of modeling papers have addressed the question of how grid firing behaviors emerge using (for example) ideas borrowed from dynamical systems (attractors) or from coupled oscillator theory. Here we use a different approach: instead of asking how grid behavior emerges, we take as a given the experimentally observed intracellular potentials of superficial medial EC neurons during grid firing...
November 4, 2022: Reviews in the Neurosciences
https://read.qxmd.com/read/36028315/attractor-like-dynamics-in-the-subicular-complex
#8
JOURNAL ARTICLE
Apoorv Sharma, Indrajith R Nair, Doreswamy Yoganarasimha
Distinct computations are performed at multiple brain regions during the encoding of spatial environments. Neural representations in the hippocampal, entorhinal and head direction (HD) networks during spatial navigation have been clearly documented, while the representational properties of the Subicular Complex (SC) are relatively under-explored, even though it has extensive anatomical connections with various brain regions involved in spatial information processing. We simultaneously recorded single units from different sub-regions of the SC in male rats while they ran clockwise on a centrally placed textured circular track (four different textures, each covering a quadrant), surrounded by six distal cues...
August 26, 2022: Journal of Neuroscience
https://read.qxmd.com/read/35393433/angular-and-linear-speed-cells-in-the-parahippocampal-circuits
#9
JOURNAL ARTICLE
Davide Spalla, Alessandro Treves, Charlotte N Boccara
An essential role of the hippocampal region is to integrate information to compute and update representations. How this transpires is highly debated. Many theories hinge on the integration of self-motion signals and the existence of continuous attractor networks (CAN). CAN models hypothesise that neurons coding for navigational correlates - such as position and direction - receive inputs from cells conjunctively coding for position, direction, and self-motion. As yet, very little data exist on such conjunctive coding in the hippocampal region...
April 7, 2022: Nature Communications
https://read.qxmd.com/read/35022611/toroidal-topology-of-population-activity-in-grid-cells
#10
JOURNAL ARTICLE
Richard J Gardner, Erik Hermansen, Marius Pachitariu, Yoram Burak, Nils A Baas, Benjamin A Dunn, May-Britt Moser, Edvard I Moser
The medial entorhinal cortex is part of a neural system for mapping the position of an individual within a physical environment1 . Grid cells, a key component of this system, fire in a characteristic hexagonal pattern of locations2 , and are organized in modules3 that collectively form a population code for the animal's allocentric position1 . The invariance of the correlation structure of this population code across environments4,5 and behavioural states6,7 , independent of specific sensory inputs, has pointed to intrinsic, recurrently connected continuous attractor networks (CANs) as a possible substrate of the grid pattern1,8-11 ...
January 12, 2022: Nature
https://read.qxmd.com/read/34781544/neurodegenerative-damage-reduces-firing-coherence-in-a-continuous-attractor-model-of-grid-cells
#11
JOURNAL ARTICLE
Yuduo Zhi, Daniel Cox
Grid cells in the dorsolateral band of the medial entorhinal cortex (dMEC) display strikingly regular periodic firing patterns on a lattice of positions in two-dimensional (2D) space. This helps animals to encode relative spatial location without reference to external cues. The dMEC is damaged in the early stages of Alzheimer's disease, which affects navigation ability of a disease victim, reducing the synaptic density of neurons in the network. Within an established two-dimensional continuous attractor neural network model of grid cell activity, we introduce neural sheet damage parametrized by radius and by the strength of the synaptic output for neurons in the damaged region...
October 2021: Physical Review. E
https://read.qxmd.com/read/34363753/dynamic-and-reversible-remapping-of-network-representations-in-an-unchanging-environment
#12
JOURNAL ARTICLE
Isabel I C Low, Alex H Williams, Malcolm G Campbell, Scott W Linderman, Lisa M Giocomo
Neurons in the medial entorhinal cortex alter their firing properties in response to environmental changes. This flexibility in neural coding is hypothesized to support navigation and memory by dividing sensory experience into unique episodes. However, it is unknown how the entorhinal circuit as a whole transitions between different representations when sensory information is not delineated into discrete contexts. Here we describe rapid and reversible transitions between multiple spatial maps of an unchanging task and environment...
July 30, 2021: Neuron
https://read.qxmd.com/read/34254836/microcircuits-for-spatial-coding-in-the-medial-entorhinal-cortex
#13
JOURNAL ARTICLE
John J Tukker, Prateep Beed, Michael Brecht, Richard Kempter, Edvard I Moser, Dietmar Schmitz
The hippocampal formation is critically involved in learning and memory, and contains a large proportion of neurons encoding aspects of the organism's spatial surroundings. In the medial entorhinal cortex (MEC), this includes grid cells with their distinctive hexagonal firing fields, as well as a host of other functionally defined cell types including head-direction cells, speed cells, border cells, and object vector cells. Such spatial coding emerges from the processing of external inputs by local microcircuits...
July 13, 2021: Physiological Reviews
https://read.qxmd.com/read/33677378/biomimetic-fpga-based-spatial-navigation-model-with-grid-cells-and-place-cells
#14
JOURNAL ARTICLE
Adithya Krishna, Divyansh Mittal, Siri Garudanagiri Virupaksha, Abhishek Ramdas Nair, Rishikesh Narayanan, Chetan Singh Thakur
The mammalian spatial navigation system is characterized by an initial divergence of internal representations, with disparate classes of neurons responding to distinct features including location, speed, borders and head direction; an ensuing convergence finally enables navigation and path integration. Here, we report the algorithmic and hardware implementation of biomimetic neural structures encompassing a feed-forward trimodular, multi-layer architecture representing grid-cell, place-cell and decoding modules for navigation...
February 13, 2021: Neural Networks: the Official Journal of the International Neural Network Society
https://read.qxmd.com/read/33257325/heterogeneity-of-age-related-neural-hyperactivity-along-the-ca3-transverse-axis
#15
JOURNAL ARTICLE
Heekyung Lee, Zitong Wang, Scott L Zeger, Michela Gallagher, James J Knierim
Age-related memory deficits are correlated with neural hyperactivity in the CA3 region of the hippocampus. Abnormal CA3 hyperactivity in aged rats has been proposed to contribute to an imbalance between pattern separation and pattern completion, resulting in overly rigid representations. Recent evidence of functional heterogeneity along the CA3 transverse axis suggests that proximal CA3 supports pattern separation while distal CA3 supports pattern completion. It is not known whether age-related CA3 hyperactivity is uniformly represented along the CA3 transverse axis...
November 30, 2020: Journal of Neuroscience
https://read.qxmd.com/read/33022854/recurrent-amplification-of-grid-cell-activity
#16
JOURNAL ARTICLE
Tiziano D'Albis, Richard Kempter
High-level cognitive abilities such as navigation and spatial memory are thought to rely on the activity of grid cells in the medial entorhinal cortex (MEC), which encode the animal's position in space with periodic triangular patterns. Yet the neural mechanisms that underlie grid-cell activity are still unknown. Recent in vitro and in vivo experiments indicate that grid cells are embedded in highly structured recurrent networks. But how could recurrent connectivity become structured during development? And what is the functional role of these connections? With mathematical modeling and simulations, we show that recurrent circuits in the MEC could emerge under the supervision of weakly grid-tuned feedforward inputs...
December 2020: Hippocampus
https://read.qxmd.com/read/33013334/episodic-memories-how-do-the-hippocampus-and-the-entorhinal-ring-attractors-cooperate-to-create-them
#17
JOURNAL ARTICLE
Krisztián A Kovács
The brain is capable of registering a constellation of events, encountered only once, as an episodic memory that can last for a lifetime. As evidenced by the clinical case of the patient HM, memories preserving their episodic nature still depend on the hippocampal formation, several years after being created, while semantic memories are thought to reside in neocortical areas. The neurobiological substrate of one-time learning and life-long storing in the brain, that must exist at the cellular and circuit level, is still undiscovered...
2020: Frontiers in Systems Neuroscience
https://read.qxmd.com/read/32779570/a-theory-of-joint-attractor-dynamics-in-the-hippocampus-and-the-entorhinal-cortex-accounts-for-artificial-remapping-and-grid-cell-field-to-field-variability
#18
JOURNAL ARTICLE
Haggai Agmon, Yoram Burak
The representation of position in the mammalian brain is distributed across multiple neural populations. Grid cell modules in the medial entorhinal cortex (MEC) express activity patterns that span a low-dimensional manifold which remains stable across different environments. In contrast, the activity patterns of hippocampal place cells span distinct low-dimensional manifolds in different environments. It is unknown how these multiple representations of position are coordinated. Here we develop a theory of joint attractor dynamics in the hippocampus and the MEC...
August 11, 2020: ELife
https://read.qxmd.com/read/32502734/parallel-processing-streams-in-the-hippocampus
#19
REVIEW
Heekyung Lee, Douglas GoodSmith, James J Knierim
The hippocampus performs two complementary processes, pattern separation and pattern completion, to minimize interference and maximize the storage capacity of memories. Classic computational models have suggested that the dentate gyrus (DG) supports pattern separation and the putative attractor circuitry in CA3 supports pattern completion. However, recent evidence of functional heterogeneity along the CA3 transverse axis of the hippocampus suggests that the DG and proximal CA3 work as a functional unit for pattern separation, while distal CA3 forms an autoassociative network for pattern completion...
June 2, 2020: Current Opinion in Neurobiology
https://read.qxmd.com/read/32125562/a-computational-model-for-grid-maps-in-neural-populations
#20
JOURNAL ARTICLE
Fabio Anselmi, Micah M Murray, Benedetta Franceschiello
Grid cells in the entorhinal cortex, together with head direction, place, speed and border cells, are major contributors to the organization of spatial representations in the brain. In this work we introduce a novel theoretical and algorithmic framework able to explain the optimality of hexagonal grid-like response patterns. We show that this pattern is a result of minimal variance encoding of neurons together with maximal robustness to neurons' noise and minimal number of encoding neurons. The novelty lies in the formulation of the encoding problem considering neurons as an overcomplete basis (a frame) where the position information is encoded...
March 3, 2020: Journal of Computational Neuroscience
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