Dear All,
The CEU Department of Cognitive Science and the Center for Cognitive Computation (CCC)
invites you to the upcoming event of the Budapest Computational Neuroscience
Forum<https://ccc.ceu.edu/budapest-computational-neuroscience-forum>um>.
Speaker: Balázs
Mészáros<https://www.turing.ac.uk/people/doctoral-students/balazs-meszaros>,
University of Sussex
Title: Considering Space and Time in Neural Networks
Abstract: Biological neural systems operate in physical space where the distance between
neurons influences communication delays and shapes network dynamics. This coupling between
spatial structure and temporal signalling is a fundamental property of neural circuits,
yet it is largely absent from most artificial neural network models. Understanding how
space and time jointly influence neural computation remains an important challenge for
both neuroscience and machine learning.
Spiking neural networks provide a natural framework for studying these questions because
their dynamics depend on the precise timing of spike events. Introducing learnable
synaptic delays extends the temporal processing capabilities of these networks and, when
combined with structural plasticity, can give rise to sparse architectures in which
organised patterns of excitation and inhibition emerge.
Linking delays to spatial distance provides an additional constraint that allows networks
to self-organise into clustered and modular structures, highlighting how spatial
organisation may act as an inductive bias shaping computation. In such spatially
structured systems, large-scale dynamical phenomena such as travelling waves of neural
activity naturally arise. Investigating the interaction between spatial structure and
delays offers new perspectives on how neural systems may exploit the interplay between
space and time to perform computation.
Time and date: Tuesday, April 14, 17:00
Location: CEU Budapest (1051 Budapest, Nádor u. 15.) room 203.
Zoom Meeting ID: 972 4148
9323<https://ceu-edu.zoom.us/j/97241489323?pwd=8Q0jauZHHnPPmYftTpu2i5MSBnSEFX.1>
Passcode: 847725
Should you have any inquiries about the series, please contact Mihály
Bányai<mailto:mihaly.s.banyai@gmail.com>.
Please, be informed that video/photo recording might take place at the event and the
edited version of the video material might be published to communicate or promote
CEU's activities. Please, find our Privacy Notice
here<https://www.ceu.edu/privacy>cy>.
Best regards,
[cid:32e2e05f-6cf9-4137-866d-bb31cd66e1c2]
Ildikó Varga
Department Coordinator (Budapest)
Department of Cognitive
Science<https://cognitivescience.ceu.edu/>
Pronouns: she/her | vargai(a)ceu.edu | +36 1 327 3000 2941
H-1051 Budapest, Nádor street 15. FT 404
CENTRAL EUROPEAN UNIVERSITY
Quellenstrasse 51 | A-1100 Vienna | Austria |
www.ceu.edu<http://www.ceu.edu>
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