Rapid learning of predictive maps with STDP and theta phase precession

TM George, W de Cothi, KL Stachenfeld, C Barry - Elife, 2023 - elifesciences.org
The predictive map hypothesis is a promising candidate principle for hippocampal function.
A favoured formalisation of this hypothesis, called the successor representation, proposes …

Learning predictive cognitive maps with spiking neurons during behavior and replays

J Bono, S Zannone, V Pedrosa, C Clopath - Elife, 2023 - elifesciences.org
The hippocampus has been proposed to encode environments using a representation that
contains predictive information about likely future states, called the successor …

Neural learning rules for generating flexible predictions and computing the successor representation

C Fang, D Aronov, LF Abbott, EL Mackevicius - elife, 2023 - elifesciences.org
The predictive nature of the hippocampus is thought to be useful for memory-guided
cognitive behaviors. Inspired by the reinforcement learning literature, this notion has been …

Modeling inheritance of phase precession in the hippocampal formation

J Jaramillo, R Schmidt, R Kempter - Journal of Neuroscience, 2014 - Soc Neuroscience
Spatial information about the environment is encoded by the activity of place and grid cells
in the hippocampal formation. As an animal traverses a cell's firing field, action potentials …

Models of place and grid cell firing and theta rhythmicity

N Burgess, J O'Keefe - Current opinion in neurobiology, 2011 - Elsevier
Neuronal firing in the hippocampal formation (HF) of freely moving rodents shows striking
examples of spatialorganization in the form of place, directional, boundary vector and grid …

Heterogeneity of network and coding states in mouse CA1 place cells

M Guardamagna, F Stella, FP Battaglia - Cell reports, 2023 - cell.com
Theta sequences and phase precession shape hippocampal activity and are considered key
underpinnings of memory formation. Theta sequences are sweeps of spikes from multiple …

The effects of theta precession on spatial learning and simplicial complex dynamics in a topological model of the hippocampal spatial map

M Arai, V Brandt, Y Dabaghian - PLoS computational biology, 2014 - journals.plos.org
Learning arises through the activity of large ensembles of cells, yet most of the data
neuroscientists accumulate is at the level of individual neurons; we need models that can …

Entorhinal theta phase precession sculpts dentate gyrus place fields

C Molter, Y Yamaguchi - Hippocampus, 2008 - Wiley Online Library
It is known that the hippocampus facilitates memory formation and spatial representation
and that hippocampal place cells establish spatial representations with firing activity …

Spiking neurons in a hierarchical self-organizing map model can learn to develop spatial and temporal properties of entorhinal grid cells and hippocampal place cells

PK Pilly, S Grossberg - PloS one, 2013 - journals.plos.org
Medial entorhinal grid cells and hippocampal place cells provide neural correlates of spatial
representation in the brain. A place cell typically fires whenever an animal is present in one …

Theta phase precession beyond the hippocampus

S Malhotra, RWA Cross, MAA van der Meer - 2012 - degruyter.com
The spike timing of spatially tuned cells throughout the rodent hippocampal formation
displays a strikingly robust and precise organization. In individual place cells, spikes …