Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning
Chavlis S, Poirazi P
arXiv, Apr 2024 | URL: arXiv:2404.03708

Tags: artificial neural networks , Dendrites , Machine Learning , Preprint

Leveraging dendritic properties to advance machine learning and neuro-inspired computing
Pagkalos M, Makarov R, Poirazi P
Current Opinion in Neurobiology, Apr 2024 | DOI:  10.1016/j.conb.2024.102853
arXiv, Jun 2023 | URL: arXiv:2306.08007

Tags: 2023 , Dendrites , Review , SNNs

Dendrites and efficiency: Optimizing performance and resource utilization
Makarov R, Pagkalos M, Poirazi P
Current Opinion in Neurobiology, Dec 2023 | DOI: 10.1016/j.conb.2023.102812
arXiv, Jun 2023 | URL: arXiv:2306.07101

Tags: 2023 , Dendrites , Perspective

The impact of Hodgkin-Huxley models on dendritic research
Petousakis K E, Apostolopoulou A A, Poirazi P
Journal of Physiology, Oct 2022 | DOI: 10.1113/JP282756

Tags: 2022 , Biophysical Model , Dendrites , Dendritic Computations , Dendritic Spikes , Modeling , Review , Synaptic Plasticity
Tags: 2022 , Dendrites , Modelling

GABAergic Interneurons with nonlinear dendrites: from neuronal computations to memory engrams
Tzilivaki A, Kastellakis G, Schmitz D, Poirazi P
Neuroscience, Nov 2021 | DOI: 10.1016/j.neuroscience.2021.11.033

Tags: 2021 , Dendrites , Interneurons , Learning and Memory

Reflections on the past two decades of neuroscience
Bassett DS, Cullen KE, …, Poirazi P, …, Sur M, Ueda HR
Nature Reviews Neuroscience, Sep 2020 | DOI:  10.1038/s41583-020-0363-6

Tags: 2020 , Dendrites , Neuroscience , Perspective

Illuminating dendritic function with computational models
Poirazi P, Papoutsi A
Nature Reviews Neuroscience, May 2020 | DOI: 10.1038/s41583-020-0301-7

Tags: 2020 , Dendrites , Dendritic Computations , Dendritic Plasticity , Dendritic Spikes , Neuroscience

Synaptic Clustering and Memory Formation
Kastellakis G, Poirazi P
Frontiers in Molecular Neuroscience, Dec 2019 | 10.3389/fnmol.2019.00300

Tags: 2019 , Dendrites , Learning and Memory , Neuroscience , Plasticity , Review

Contribution of apical and basal dendrites to orientation encoding in mouse V1 L2/3 pyramidal neurons
Park J, Papoutsi A, Ash RT, Marin MA, Poirazi P, Smirnakis SM
Nature Communications, November 2019 | DOI: 10.1038/s41467-019-13029-0

Tags: 2019 , Biophysical Model , Dendrites , Dendritic Computations , Neural Computations , Neuroscience , Sensory Perception , Single Neuron Model , Visual Cortex

Challenging the point neuron dogma: FS basket cells as 2-stage nonlinear integrators
Tzilivaki A, Kastellakis G, Poirazi P
Nature Communications, Aug 2019 | DOI: 10.1038/s41467-019-11537-7

Tags: 2019 , Biophysical Model , Circuit Model , Dendrites , Dendritic Computations , Hippocampus , Interneurons , Learning and Memory , Neural Computations , Prefrontal Cortex

Hotspots of dendritic spine turnover facilitate clustered spine addition and learning and memory
Frank AC, Huang S, Zhou M, Gdalyahu A, Kastellakis G, Silva TK, Lu E, Wen X, Poirazi P, Trachtenberg JT, Silva AJ
Nature Communications, January 2018 | DOI: 10.1038/s41467-017-02751-2

Tags: 2018 , Circuit Model , Dendrites , Dendritic Computations , Dendritic Plasticity , Learning and Memory , Neuroscience

Basal tree complexity shapes functional pathways in the prefrontal cortex
Papoutsi A, Kastellakis G, Poirazi P
Journal of Neurophysiology, Oct 2017 | DOI: 10.1152/jn.00099.2017

Tags: 2017 , Dendrites , Neuroscience , Prefrontal Cortex

An Architecture for the Acceleration of a Hybrid Leaky Integrate and Fire SNN on the Convey HC-2ex FPGA-Based Processor
Kousanakis E, Dollas A, Sotiriadis E, Papaeustathiou I, Pnevmatikakos DN, Papoutsi A, Petrantonakis PC, Poirazi P, Chavlis S, Kastellakis G
IEEE 25th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) – 2017, Napa, CA, USA | DOI: 10.1109/FCCM.2017.51

Tags: 2017 , Dendrites , Dendritic Computations , FPGA , Neuroscience

Linking Memories across Time via Neuronal and Dendritic Overlaps in Model Neurons with Active Dendrites
Kastellakis G, Silva AJ, Poirazi P
Cell Reports, Nov 2016 | DOI:  10.1016/j.celrep.2016.10.015

Tags: 2016 , Circuit Model , Dendrites , Dendritic Computations , Learning and Memory , Network Model , Neuroscience , Plasticity

Dendrites of dentate gyrus granule cells contribute to pattern separation by controlling sparsity
Chavlis S, Petrantonakis CP, Poirazi P
Hippocampus,  Oct 2016 | DOI: 10.1002/hipo.22675

Tags: 2016 , Circuit Model , Dendrites , Dendritic Computations , DG , Hippocampus , Network Model , Neuroscience

A Simulation Study on the Effects of Dendritic Morphology on Layer V Prefontal Pyramidal Cell Firing Behavior
Psarrou M, Stefanou SS, Papoutsi A, Tzilivaki A, Cutsuridis V, Poirazi P
Frontiers in Cellular Neuroscience, Sep 2014 | DOI: 10.3389/fncel.2014.00287

Tags: 2014 , Dendrites , Dendritic Computations , Neuroscience , Structure-Function

Coding and Decoding with Dendrites
Papoutsi A, Kastellakis G, Psarrou M, Anastasakis S, Poirazi P
Journal of Physiology-Paris, Feb 2014 | DOI: 10.1016/j.jphysparis.2013.05.003

Tags: 2014 , Dendrites , Dendritic Computations , Neuroscience , Review

Predictive Features of Persistent Activity Emergence in Regular Spiking and Intrinsic Bursting Model Neurons
Sidiropoulou K, Poirazi P
PLoS Computational Biology, Apr 2012 | DOI: 10.1371/journal.pcbi.1002489

Tags: 2012 , Biophysical Model , Dendrites , Dendritic Computations , Learning and Memory , Prefrontal Cortex , Single Neuron Model

Distinguishing linear vs. non-linear integration in CA1 radial oblique dendrites: it’s about time
Gómez González JF, Mel BW, Poirazi P
Frontiers in Computational Neuroscience, Nov 2011 | DOI: 10.3389/fncom.2011.00044

Tags: 2011 , Biophysical Model , CA1 , Dendrites , Dendritic Computations , Hippocampus , Neural Computations , Neuroscience , Single Neuron Model

Inside the brain of a neuron
Sidiropoulou K, Pissadaki EK, Poirazi P
EMBO Reports, Aug 2006 | DOI: 10.1038/sj.embor.7400789

Tags: 2006 , Dendrites , Dendritic Computations , Neural Computations , Neuroscience , Review

Classification Capacity of a Modular Neural Network Implementing Neurally Inspired Architecture and Training
Poirazi P, Neocleous C, Pattichis CS, Schizas CN
IEEE Transactions on Neural Networks, May 2004 | DOI: 10.1109/TNN.2004.826225

Tags: 2004 , Dendrites , Learning and Memory , Machine Learning

Impact of Active Dendritic Processing and Structural Plasticity on Learning and Memory
Poirazi P, Mel BW
Neuron, Mar 2001 | DOI: 10.1016/s0896-6273(01)00252-5

 

Tags: 2001 , Dendrites , Dendritic Computations , Dendritic Plasticity , Learning and Memory , Machine Learning , Neural Computations , Structure-Function

Choice and value flexibility jointly contribute to the capacity of a subsampled quadratic classifier
Poirazi P, Mel BW
Neural Computation, May 2000 | DOI: 10.1162/089976600300015556

Tags: 2000 , Dendrites , Dendritic Computations , Learning and Memory , Machine Learning , Neuroscience

Towards the Memory Capacity of Neurons with Active Dendrites
Poirazi P, Mel BW
Neurocomputing, Jun 1999 | DOI:10.1016/S0925-2312(99)00078-8

Tags: 1999 , Dendrites , Dendritic Computations , Dendritic Plasticity , Neural Computations , Neuroscience , Single Neuron Model