Goal-driven optimization of single-neuron properties in artificial networks reveals regularization role of neural diversity and adaptation

Victor Geadah; Stefan Horoi; Giancarlo Kerg; Guy Wolf; Guillaume Lajoie

doi:10.1101/2022.04.29.489963

New Results

Goal-driven optimization of single-neuron properties in artificial networks reveals regularization role of neural diversity and adaptation

View ORCID ProfileVictor Geadah, View ORCID ProfileStefan Horoi, Giancarlo Kerg, View ORCID ProfileGuy Wolf, View ORCID ProfileGuillaume Lajoie

doi: https://doi.org/10.1101/2022.04.29.489963

Victor Geadah

1Program in Applied and Computational Mathematics, Princeton University, Princeton, U.S.A.

2Mila - Quebec Artificial Intelligence Institute, Montréal, Canada

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Victor Geadah

Stefan Horoi

2Mila - Quebec Artificial Intelligence Institute, Montréal, Canada

3Département de Mathématiques et Statistiques, Université de Montréal, Montréal, Canada

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Stefan Horoi

Giancarlo Kerg

2Mila - Quebec Artificial Intelligence Institute, Montréal, Canada

4Département d’Informatique et Recherche Opérationelle, Université de Montréal, Montréal, Canada

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Guy Wolf

2Mila - Quebec Artificial Intelligence Institute, Montréal, Canada

3Département de Mathématiques et Statistiques, Université de Montréal, Montréal, Canada

5Canada CIFAR AI Chair

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Guy Wolf

Guillaume Lajoie

2Mila - Quebec Artificial Intelligence Institute, Montréal, Canada

3Département de Mathématiques et Statistiques, Université de Montréal, Montréal, Canada

5Canada CIFAR AI Chair

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Guillaume Lajoie
For correspondence: [email protected]

Abstract
Full Text
Info/History
Metrics
Data/Code
Preview PDF

https://github.com/vgeadah/NonlinMod

View the discussion thread.

PreviousNext

Posted May 01, 2022.

Download PDF

Data/Code

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Your Email *

Your Name *

Send To *

Enter multiple addresses on separate lines or separate them with commas.

You are going to email the following Goal-driven optimization of single-neuron properties in artificial networks reveals regularization role of neural diversity and adaptation

Message Subject (Your Name) has forwarded a page to you from bioRxiv

Message Body (Your Name) thought you would like to see this page from the bioRxiv website.

Your Personal Message

CAPTCHA

This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.

Goal-driven optimization of single-neuron properties in artificial networks reveals regularization role of neural diversity and adaptation

Victor Geadah, Stefan Horoi, Giancarlo Kerg, Guy Wolf, Guillaume Lajoie

bioRxiv 2022.04.29.489963; doi: https://doi.org/10.1101/2022.04.29.489963

Share This Article:

Citation Tools

Goal-driven optimization of single-neuron properties in artificial networks reveals regularization role of neural diversity and adaptation

Victor Geadah, Stefan Horoi, Giancarlo Kerg, Guy Wolf, Guillaume Lajoie

bioRxiv 2022.04.29.489963; doi: https://doi.org/10.1101/2022.04.29.489963

Citation Manager Formats

BibTeX
Bookends
EasyBib
EndNote (tagged)
EndNote 8 (xml)
Medlars
Mendeley
Papers
RefWorks Tagged
Ref Manager
RIS
Zotero

Tweet Widget
Facebook Like
Google Plus One

Subject Areas

All Articles

Animal Behavior and Cognition (6050)
Biochemistry (13750)
Bioengineering (10484)
Bioinformatics (33301)
Biophysics (17173)
Cancer Biology (14248)
Cell Biology (20185)
Clinical Trials (138)
Developmental Biology (10904)
Ecology (16079)
Epidemiology (2067)
Evolutionary Biology (20399)
Genetics (13443)
Genomics (18690)
Immunology (13818)
Microbiology (32261)
Molecular Biology (13425)
Neuroscience (70281)
Paleontology (528)
Pathology (2205)
Pharmacology and Toxicology (3753)
Physiology (5903)
Plant Biology (12055)
Scientific Communication and Education (1817)
Synthetic Biology (3378)
Systems Biology (8189)
Zoology (1847)