neuroIC002

Recurrence and stochasticity for neuro-inspired computation

Grant period12 months
Funding bodyExploratory Research Space der RWTH Aachen
 ERS
IdentifierG:(DE-82)EXS-SF-neuroIC002

Exploratory Research Space: Seed Fund (2) als Anschubfinanzierung zur Erforschung neuer interdisziplinärer Ideen

 

Recent Publications

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http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Book/Dissertation / PhD Thesis
Mechanics of deep neural networks beyond the Gaussian limit
Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich Reihe Information / Information 110, 165 pp. () [10.34734/FZJ-2025-02100] = Dissertation, RWTH Aachen University, 2025 OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Conference Presentation (After Call)  ;  ;
Response functions in residual networks as a measure for signal propagation
DPG Spring Meeting of the Condensed Matter Section, RegensburgRegensburg, Germany, 16 Mar 2025 - 21 Mar 20252025-03-162025-03-21   Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Poster (After Call)  ;  ;  ;  ;  ;
Elucidating the spatial complexity of brain circuits with the NEST:multiscale toolchain
ICNCE-2024, RWTH AachenAachen, RWTH Aachen, Germany, 3 Jun 2024 - 6 Jun 20242024-06-032024-06-06 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Poster (After Call)  ;  ;  ;  ;  ;
Preserving network responses under dendritic simplification with the NEST::multiscale toolchain
CNS *2024, RWTH AachenNatal, RWTH Aachen, Brazil, 20 Jul 2024 - 24 Jul 20242024-07-202024-07-24 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article  ;  ;  ;  ;  ;  ;
NMDA-driven dendritic modulation enables multitask representation learning in hierarchical sensory processing pathways
Proceedings of the National Academy of Sciences of the United States of America 120(32), e2300558120 () [10.1073/pnas.2300558120] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint  ;  ;
Optimal signal propagation in ResNets through residual scaling
arXiv () [10.48550/ARXIV.2305.07715] OpenAccess  Download fulltext Files  Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Poster (After Call)  ;  ;
Optimal signal propagation in ResNets through residual scaling
Statistical physics & machine learning back together again, CargeseCargese, France, 31 Jul 2023 - 12 Aug 20232023-07-312023-08-12 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Talk (non-conference) (Invited)  ;  ;  ;
Statistical Mechanics of Neural Networks
Seminar, Columbia University in the City of New YorkColumbia University in the City of New York, USA, 21 Jun 20232023-06-21 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Poster (After Call)  ;  ;
Residual scaling enables optimal signal propagation in ResNets
Princeton Machine Learning Theory Summer School, Princeton UniversityPrinceton, Princeton University, USA, 26 Jun 2023 - 30 Jun 20232023-06-262023-06-30 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Talk (non-conference) (Invited)  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;
A statistical perspective on learning of time series in neural networks
Seminar Talk, Machine Learning Seminar, AachenAachen, Germany, 13 Jul 2023 - 13 Jul 20232023-07-132023-07-13  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

All known publications ...
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 Record created 2019-11-14, last modified 2019-11-25



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