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@ARTICLE{Stubenrauch:910246,
author = {Stubenrauch, Jakob and Keup, Christian and Kurth, Anno C.
and Helias, Moritz and van Meegen, Alexander},
title = {{P}hase {S}pace {A}nalysis of {C}haotic {N}eural
{N}etworks},
publisher = {arXiv},
reportid = {FZJ-2022-03707},
year = {2022},
abstract = {We analytically determine the distribution of fixed points
in a canonical model of a chaotic neural network. This
distribution reveals that fixed points and dynamics are
confined to separate shells in phase space. Furthermore, the
distribution enables us to determine the eigenvalue spectra
of the Jacobian at the fixed points. Perhaps
counter-intuitively, the velocity of the dynamics is
strongly correlated with the direction imposed by the
nearest fixed point despite the spatial separation. We
propose that this influence of the fixed points is mediated
by tangentially fixed lines.},
keywords = {Disordered Systems and Neural Networks (cond-mat.dis-nn)
(Other) / Chaotic Dynamics (nlin.CD) (Other) / FOS: Physical
sciences (Other)},
cin = {INM-6 / IAS-6 / INM-10},
cid = {I:(DE-Juel1)INM-6-20090406 / I:(DE-Juel1)IAS-6-20130828 /
I:(DE-Juel1)INM-10-20170113},
pnm = {5231 - Neuroscientific Foundations (POF4-523) / HBP SGA3 -
Human Brain Project Specific Grant Agreement 3 (945539) /
GRK 2416: MultiSenses-MultiScales: Novel approaches to
decipher neural processing in multisensory integration
(368482240) / ACA - Advanced Computing Architectures
(SO-092) / RenormalizedFlows - Transparent Deep Learning
with Renormalized Flows (BMBF-01IS19077A) / SDS005 - Towards
an integrated data science of complex natural systems
(PF-JARA-SDS005) / PhD no Grant - Doktorand ohne besondere
Förderung (PHD-NO-GRANT-20170405) / MSNN - Theory of
multi-scale neuronal networks (HGF-SMHB-2014-2018)},
pid = {G:(DE-HGF)POF4-5231 / G:(EU-Grant)945539 /
G:(GEPRIS)368482240 / G:(DE-HGF)SO-092 /
G:(DE-Juel-1)BMBF-01IS19077A / G:(DE-Juel-1)PF-JARA-SDS005 /
G:(DE-Juel1)PHD-NO-GRANT-20170405 /
G:(DE-Juel1)HGF-SMHB-2014-2018},
typ = {PUB:(DE-HGF)25},
doi = {10.48550/ARXIV.2210.07877},
url = {https://juser.fz-juelich.de/record/910246},
}