Leveraging dendritic properties to advance machine learning and neuro-inspired computing
Pagkalos M, Makarov R, Poirazi P
, Jun 2023 | URL: 2306.08007

Tags: 2023 , Dendrites , Preprint , Review , SNNs

Synaptic turnover promotes efficient learning in bio-realistic spiking neural networks
Malakasis N, Chavlis S, Poirazi P
bioRχiv, May 2023 | DOI: 10.1101/2023.05.22.541722

Tags: 2023 , Learning and Memory , Machine Learning , Plasticity , Preprint

A Tale of Two Trees: Modeling Apical and Basal Tree Contribution to L2/3 V1 Pyramidal Cell Orientation Selectivity
Petousakis K-E, Park J, Papoutsi A, Smirnakis S, Poirazi P
, Aug 2023 | DOI: 10.1101/2022.07.28.501858

Tags: 2022 , Biophysical Model , Dendritic Spikes , Preprint , Visual Cortex

Co-allocation to overlapping dendritic branches in the retrosplenial cortex integrates contextual memories across time
Sehgal M, Filho D A, Martin S, Mejia D I, Kastellakis G, Kim S, Lee J, Pekcan A, Huang S, Lavi A, Heo W D, Poirazi P, Trachtenberg J, Silva AJ
bioRχiv, Nov 2021 | DOI: doi.org/10.1101/2021.10.28.466343

Tags: 2021 , Dendritic Computations , Learning and Memory , Preprint

Dendritic Self-Organizing Maps for Continual Learning
Pinitas K, Chavlis S, Poirazi P
arXiv, Oct 2021 | URL: 2110.13611

Tags: 2021 , Machine Learning , Preprint

Structured connectivity exploits NMDA non-linearities to enable flexible encoding of multiple memoranda in a PFC circuit model
Stefanou SS, Papoutsi A, Poirazi P
bioRχiv, Aug 2019 | DOI: 10.1101/733519

Tags: 2019 , Network Model , Prefrontal Cortex , Preprint