Efficient spiking neural network design via neural architecture search
Neural Networks,
Journal Year:
2024,
Volume and Issue:
173, P. 106172 - 106172
Published: Feb. 16, 2024
Language: Английский
Multi-modal cognitive maps for language and vision based on neural successor representations
Paul Stoewer,
No information about this author
Achim Schilling,
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Pegah Ramezani
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et al.
Neurocomputing,
Journal Year:
2025,
Volume and Issue:
unknown, P. 129662 - 129662
Published: Feb. 1, 2025
Deep learning based decoding of single local field potential events
Achim Schilling,
No information about this author
Richard Gerum,
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Claudia Boehm
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et al.
NeuroImage,
Journal Year:
2024,
Volume and Issue:
297, P. 120696 - 120696
Published: June 21, 2024
How
is
information
processed
in
the
cerebral
cortex?
In
most
cases,
recorded
brain
activity
averaged
over
many
(stimulus)
repetitions,
which
erases
fine-structure
of
neural
signal.
However,
obviously
a
single-trial
processor.
Thus,
we
here
demonstrate
that
an
unsupervised
machine
learning
approach
can
be
used
to
extract
meaningful
from
electro-physiological
recordings
on
basis.
We
use
auto-encoder
network
reduce
dimensions
single
local
field
potential
(LFP)
events
create
interpretable
clusters
different
patterns.
Strikingly,
certain
LFP
shapes
correspond
latency
differences
recording
channels.
Hence,
determine
direction
flux
cortex.
Furthermore,
after
clustering,
decoded
cluster
centroids
reverse-engineer
underlying
prototypical
event
shapes.
To
evaluate
our
approach,
applied
it
both
extra-cellular
rodents,
and
intra-cranial
EEG
humans.
Finally,
find
channel
during
spontaneous
sample
realm
possible
stimulus
evoked
A
finding
so
far
has
only
been
demonstrated
for
multi-channel
population
coding.
Language: Английский
Neural Coincidence Detection Strategies during Perception of Multi-Pitch Musical Tones
Applied Sciences,
Journal Year:
2024,
Volume and Issue:
14(17), P. 7446 - 7446
Published: Aug. 23, 2024
Multi-pitch
perception
is
investigated
in
a
listening
test
using
30
recordings
of
musical
sounds
with
two
tones
played
simultaneously,
except
for
gong
inharmonic
overtone
spectra,
judging
roughness
and
separateness
as
the
ability
to
tell
each
recording
apart.
Of
sounds,
13
were
from
Western
guitar
playing
all
intervals
one
octave,
other
mainly
non-Western
instruments,
comparing
familiar
unfamiliar
instrument
listeners.
Additionally
processed
cochlea
model,
transferring
mechanical
basilar
membrane
motion
into
neural
spikes
followed
by
post-processing
simulating
different
degrees
coincidence
detection.
Separateness
showed
clear
distinction
between
while
did
not.
By
correlating
simulation
strategies
found.
Familiar
correlated
strongly
positively
high
detection,
where
only
3–5
periodicities
left,
low
levels.
This
corresponds
an
attention
pitch
timbre,
respectively.
Additionally,
opposite
correlation
correlates
sounds.
perceptional
finding
separateness.
Language: Английский