The log-dynamic brain: how skewed distributions affect network operations

G Buzsáki, K Mizuseki - Nature Reviews Neuroscience, 2014 - nature.com
We often assume that the variables of functional and structural brain parameters—such as
synaptic weights, the firing rates of individual neurons, the synchronous discharge of neural …

Micro-connectomics: probing the organization of neuronal networks at the cellular scale

M Schröter, O Paulsen, ET Bullmore - Nature Reviews Neuroscience, 2017 - nature.com
Defining the organizational principles of neuronal networks at the cellular scale, or micro-
connectomics, is a key challenge of modern neuroscience. In this Review, we focus on …

Optimal spike-based communication in excitable networks with strong-sparse and weak-dense links

J Teramae, Y Tsubo, T Fukai - Scientific reports, 2012 - nature.com
The connectivity of complex networks and functional implications has been attracting much
interest in many physical, biological and social systems. However, the significance of the …

Homeostatic role of heterosynaptic plasticity: models and experiments

M Chistiakova, NM Bannon, JY Chen… - Frontiers in …, 2015 - frontiersin.org
Homosynaptic Hebbian-type plasticity provides a cellular mechanism of learning and
refinement of connectivity during development in a variety of biological systems. In this …

Edge of chaos and avalanches in neural networks with heavy-tailed synaptic weight distribution

Ł Kuśmierz, S Ogawa, T Toyoizumi - Physical Review Letters, 2020 - APS
We propose an analytically tractable neural connectivity model with power-law distributed
synaptic strengths. When threshold neurons with biologically plausible number of incoming …

Activity dependent and independent determinants of synaptic size diversity

L Hazan, NE Ziv - Journal of Neuroscience, 2020 - Soc Neuroscience
The extraordinary diversity of excitatory synapse sizes is commonly attributed to activity-
dependent processes that drive synaptic growth and diminution. Recent studies also point to …

Skewed distribution of spines is independent of presynaptic transmitter release and synaptic plasticity, and emerges early during adult neurogenesis

N Rößler, T Jungenitz, A Sigler, A Bird… - Open …, 2023 - royalsocietypublishing.org
Dendritic spines are crucial for excitatory synaptic transmission as the size of a spine head
correlates with the strength of its synapse. The distribution of spine head sizes follows a …

Heterosynaptic plasticity prevents runaway synaptic dynamics

JY Chen, P Lonjers, C Lee, M Chistiakova… - Journal of …, 2013 - Soc Neuroscience
Spike timing-dependent plasticity (STDP) and other conventional Hebbian-type plasticity
rules are prone to produce runaway dynamics of synaptic weights. Once potentiated, a …

Models of metaplasticity: a review of concepts

P Yger, M Gilson - Frontiers in computational neuroscience, 2015 - frontiersin.org
Part of hippocampal and cortical plasticity is characterized by synaptic modifications that
depend on the joint activity of the pre-and post-synaptic neurons. To which extent those …

Modulation of spike-timing dependent plasticity: towards the inclusion of a third factor in computational models

A Foncelle, A Mendes… - Frontiers in …, 2018 - frontiersin.org
In spike-timing dependent plasticity (STDP) change in synaptic strength depends on the
timing of pre-vs. postsynaptic spiking activity. Since STDP is in compliance with Hebb's …