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demeurons

Demeurons are a theoretical class of neurons defined by their membership in locally interacting neural populations called demes. The term combines deme with neuron, reflecting a modular organization proposed in some models of neural computation.

In this framework, a deme is a discrete neural population with high intra-deme synaptic connectivity and relatively

Developmentally, demeuron networks are assumed to arise from activity-dependent clustering and selective synaptic strengthening within deme

Evidence for demeuron organization is primarily theoretical and indirect, drawn from analyses that identify modular structure

In practice, demeurons are used in discussions of modularity and small-world organization, and in neuromorphic and

weaker,
sparser
connections
to
neurons
in
neighboring
demes.
Demeurons
are
the
principal
cells
that
participate
in
these
local
circuits,
contributing
to
modular
processing,
localized
feature
representation,
and
pattern
separation
within
a
deme.
boundaries,
with
plasticity
mechanisms
promoting
both
stability
within
a
deme
and
occasional
cross-deme
integration
for
global
coherence.
in
cortical
activity
and
from
computational
models
showing
improved
learning
in
modular
networks.
Critics
note
that
the
term
is
not
widely
used
in
empirical
neuroscience
and
that
it
risks
over-generalization
when
applied
to
real
brain
tissue.
artificial
intelligence
research
as
a
framework
for
designing
segmented,
locally
coherent
networks.
See
also
modular
neural
networks,
cortical
columns,
and
neural
microcircuits.