Frontiers in Integrative Neuroscience,
Journal Year:
2023,
Volume and Issue:
17
Published: March 7, 2023
Recent
research
has
illuminated
the
complexity
and
importance
of
thalamocortical
system
but
it
been
difficult
to
identify
what
computational
functions
performs.
Meanwhile,
deep-learning
artificial
neural
networks
(ANNs)
based
on
bio-inspired
models
purely
cortical
circuits
have
achieved
surprising
success
solving
sophisticated
cognitive
problems
associated
historically
with
human
intelligence.
Nevertheless,
limitations
shortcomings
intelligence
(AI)
such
ANNs
are
becoming
increasingly
clear.
This
review
considers
how
addition
connectivity
its
putative
related
attention
might
address
some
those
shortcomings.
Such
now
providing
both
testable
theories
biological
cognition
improved
AI
technology,
much
which
is
happening
outside
usual
academic
venues.
Nature Communications,
Journal Year:
2021,
Volume and Issue:
12(1)
Published: Aug. 5, 2021
Abstract
Although
the
contents
of
working
memory
can
be
decoded
from
visual
cortex
activity,
these
representations
may
play
a
limited
role
if
they
are
not
robust
to
distraction.
We
used
model-based
fMRI
estimate
impact
distracting
tasks
on
in
several
field
maps
and
frontoparietal
association
cortex.
Here,
we
show
distraction
causes
fidelity
briefly
dip
when
both
memorandum
distractor
jointly
encoded
by
population
activities.
Distraction
induces
small
biases
errors
which
predicted
neural
decoding
early
cortex,
but
other
regions.
disrupts
representations,
widespread
redundancy
with
information
is
protect
against
catastrophic
loss.
In
representation
behavioral
performance
intertwined,
solidifying
its
importance
memory.
Nature Communications,
Journal Year:
2022,
Volume and Issue:
13(1)
Published: Oct. 18, 2022
Abstract
Reactivation
of
earlier
perceptual
activity
is
thought
to
underlie
long-term
memory
recall.
Despite
evidence
for
this
view,
it
unclear
whether
mnemonic
exhibits
the
same
tuning
properties
as
feedforward
activity.
Here,
we
leverage
population
receptive
field
models
parameterize
fMRI
in
human
visual
cortex
during
spatial
retrieval.
Though
retinotopic
organization
present
both
perception
and
memory,
large
systematic
differences
are
also
evident.
Whereas
there
a
three-fold
decline
precision
from
early
late
areas
perception,
pattern
not
observed
This
difference
cannot
be
explained
by
reduced
signal-to-noise
or
poor
performance
on
trials.
Instead,
simulating
top-down
network
model
cortex,
demonstrate
that
property
well
hierarchical
structure
system.
Together,
modeling
empirical
results
suggest
computational
constraints
imposed
system
architecture
limit
fidelity
reactivation
sensory
cortex.
Science Advances,
Journal Year:
2021,
Volume and Issue:
7(41)
Published: Oct. 8, 2021
Memory
is
often
conceived
as
a
dynamic
process
that
involves
substantial
transformations
of
mental
representations.
However,
the
neural
mechanisms
underlying
these
and
their
role
in
memory
formation
retrieval
have
only
started
to
be
elucidated.
Combining
intracranial
EEG
recordings
with
deep
network
models,
we
provide
detailed
picture
representational
from
encoding
short-term
maintenance
long-term
underlie
successful
episodic
memory.
We
observed
during
encoding.
Critically,
more
pronounced
semantic
formats
predicted
better
subsequent
memory,
this
effect
was
mediated
by
consistent
item-specific
representations
across
events.
The
were
further
transformed
right
after
stimulus
offset,
similar
those
than
Our
results
suggest
pass
through
multiple
stages
achieve
recall.
During
perception,
decoding
the
orientation
of
gratings
depends
on
complex
interactions
between
grating,
aperture
edges,
and
topographic
structure
visual
map.
Here,
we
aimed
to
test
how
biases
described
during
perception
affect
working
memory
(WM)
decoding.
For
memoranda,
used
multiplied
by
radial
angular
modulators
generate
orthogonal
for
identical
orientations.
Therefore,
if
WM
representations
are
simply
maintained
sensory
representations,
they
would
have
similar
biases.
If
abstractions
features,
be
unbiased
modulator
no
effect
Neural
patterns
delay
period
activity
while
maintaining
with
one
(e.g.
radial)
were
interchangeable
other
angular)
in
parietal
cortex,
suggesting
that
insensitive
perception.
Then,
visualized
stimuli
using
models
field
map
properties.
Regardless
biases,
both
modulated
recoded
into
a
single
oriented
line.
These
results
provide
strong
evidence
percepts,
immune
perceptual
compel
revisions
theory.