Rapid emergence of latent knowledge in the sensory cortex drives learning
Nature,
Год журнала:
2025,
Номер
unknown
Опубликована: Март 19, 2025
Язык: Английский
Revealing hidden knowledge in amnestic mice
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 9, 2025
Alzheimer's
disease
(AD)
is
a
form
of
dementia
in
which
memory
and
cognitive
decline
thought
to
arise
from
underlying
neurodegeneration.
These
impairments,
however,
are
transient
when
they
first
appear
can
fluctuate
across
progression.
Here,
we
investigate
the
neural
mechanisms
fluctuations
performance
amnestic
mice.
We
trained
APP/PS1+
mice
on
an
auditory
go/no-go
task
that
dissociated
learning
contingencies
(knowledge)
its
more
variable
expression
under
reinforcement
(performance).
exhibited
significant
deficits
compared
control
Using
large-scale
two-photon
imaging
6,216
excitatory
neurons
8
mice,
found
cortical
networks
were
suppressed,
less
selective
sensory
cues,
aberrant
higher-order
encoding
reward
prediction
A
small
sub-population
neurons,
displayed
opposite
phenotype,
reflecting
potential
compensatory
mechanism.
Volumetric
analysis
demonstrated
concentrated
near
Aβ
plaques.
Strikingly,
these
reversed
almost
instantaneously
probe
(non-reinforced)
trials
performed
as
well
providing
evidence
for
intact
stimulus-action
knowledge
despite
ongoing
performance.
biologically-plausible
model
recapitulated
results
showed
synaptic
weights
sensory-to-decision
preserved
(i.e.
knowledge)
poor
was
due
inadequate
contextual
scaling
impaired
performance).
Our
suggest
phenotype
transient,
contextual,
endogenously
reversible,
with
circuits
retaining
associations.
Thus,
commonly
observed
mouse
models,
potentially
at
early
stages
humans,
relate
drivers
rather
than
degeneration
traces.
Язык: Английский
Individual-specific strategies inform category learning
Scientific Reports,
Год журнала:
2025,
Номер
15(1)
Опубликована: Янв. 23, 2025
Categorization
is
an
essential
task
for
sensory
perception.
Individuals
learn
category
labels
using
a
variety
of
strategies
to
ensure
that
signals,
such
as
sounds
or
images,
can
be
assigned
proper
categories.
Categories
are
often
learned
on
the
basis
extreme
examples,
and
boundary
between
categories
differ
among
individuals.
The
trajectories
learning
also
individuals,
different
individuals
rely
strategies,
repeating
alternating
choices.
However,
little
understood
about
relationship
individual
categorization.
To
study
this
relationship,
we
trained
mice
categorize
auditory
stimuli
into
two
two-alternative
forced
choice
task.
Because
took
several
weeks
task,
were
able
quantify
time
course
how
they
relate
around
categorization
boundary.
Different
exhibited
while
Mice
displayed
preferences
specific
category,
manifested
by
bias
in
their
responses,
but
drifted
with
learning.
We
found
drift
correlated
variability
ambiguous
membership.
Next,
asked
stimulus-independent,
individual-specific
informed
tendency
repeat
choices,
which
form
perseveration,
contributed
long-term
These
results
indicate
trends
during
affect
boundaries.
Язык: Английский
Novel and optimized mouse behavior enabled by fully autonomous HABITS: Home-cage Assisted Behavioral Innovation and Testing System
Опубликована: Фев. 14, 2025
Mice
are
among
the
most
prevalent
animal
models
used
in
neuroscience,
benefiting
from
extensive
physiological,
imaging
and
genetic
tools
available
to
study
their
brain.
However,
development
of
novel
optimized
behavioral
paradigms
for
mice
has
been
laborious
inconsistent,
impeding
investigation
complex
cognitions.
Here,
we
present
a
home-cage
assisted
mouse
innovation
testing
system
(HABITS),
enabling
free-moving
learn
challenging
cognitive
behaviors
without
any
human
involvement.
Supported
by
general
programming
framework,
have
not
only
replicated
established
current
neuroscience
research
but
also
developed
previously
unexplored
mice,
resulting
more
than
300
demonstrated
various
cognition
functions.
Most
significantly,
HABITS
incorporates
machine-teaching
algorithm,
which
comprehensively
presentation
stimuli
modalities
trials,
leading
efficient
training
higher-quality
outcomes.
To
our
knowledge,
this
is
first
instance
where
behavior
systematically
an
algorithmic
approach.
Altogether,
results
open
new
avenue
optimization,
directly
facilitates
neural
circuits
cognitions
with
mice.
Язык: Английский
Novel and optimized mouse behavior enabled by fully autonomous HABITS: Home-cage Assisted Behavioral Innovation and Testing System
Опубликована: Фев. 14, 2025
Mice
are
among
the
most
prevalent
animal
models
used
in
neuroscience,
benefiting
from
extensive
physiological,
imaging
and
genetic
tools
available
to
study
their
brain.
However,
development
of
novel
optimized
behavioral
paradigms
for
mice
has
been
laborious
inconsistent,
impeding
investigation
complex
cognitions.
Here,
we
present
a
home-cage
assisted
mouse
innovation
testing
system
(HABITS),
enabling
free-moving
learn
challenging
cognitive
behaviors
without
any
human
involvement.
Supported
by
general
programming
framework,
have
not
only
replicated
established
current
neuroscience
research
but
also
developed
previously
unexplored
mice,
resulting
more
than
300
demonstrated
various
cognition
functions.
Most
significantly,
HABITS
incorporates
machine-teaching
algorithm,
which
comprehensively
presentation
stimuli
modalities
trials,
leading
efficient
training
higher-quality
outcomes.
To
our
knowledge,
this
is
first
instance
where
behavior
systematically
an
algorithmic
approach.
Altogether,
results
open
new
avenue
optimization,
directly
facilitates
neural
circuits
cognitions
with
mice.
Язык: Английский
Catch me if you can: free-living mice show a highly flexible dodging behaviour suggestive of intentional tactical deception
Royal Society Open Science,
Год журнала:
2024,
Номер
11(7)
Опубликована: Июль 1, 2024
Intentional
tactical
deception,
the
employment
of
a
tactic
to
intentionally
deceive
another
animal,
is
complex
behaviour
based
on
higher-order
cognition,
that
has
rarely
been
documented
outside
primates
and
corvids.
New
laboratory-to-field
assays,
however,
provide
opportunity
investigate
such
among
free-living
mice.
In
present
study,
we
placed
laboratory-style
test
chambers
with
single
entrance
near
forest
Warsaw,
where
observed
social
interactions
two
territorial
murids,
black-striped
yellow-necked
mice,
under
food
competition
for
seven
months.
Notably,
interactions,
video-recorded
21
instances
deceptive
pursuer
evasion.
most
obvious
cases,
an
individual
inside
chamber,
avoid
incoming
mouse,
hid
by
chamber
opening
(the
only
means
enter
or
exit),
paused
until
entered
passed
by,
then
exploited
distraction
back-turned
fleeing
through
in
direction
opposite
one
came
from.
This
dodging
first
evidence
suggestive
intentional
deception
As
such,
this
may
be
interest
not
rodent
psychology
but
also,
more
generally,
fields
non-human
intentionality
theory
mind.
Язык: Английский
Rapid emergence of latent knowledge in the sensory cortex drives learning
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Июнь 10, 2024
Rapid
learning
confers
significant
advantages
to
animals
in
ecological
environments.
Despite
the
need
for
speed,
appear
only
slowly
learn
associate
rewarded
actions
with
predictive
cues.
This
slow
is
thought
be
supported
by
a
gradual
expansion
of
cue
representation
sensory
cortex.
However,
evidence
growing
that
more
rapidly
than
classical
performance
measures
suggest,
challenging
prevailing
model
cortical
plasticity.
Here,
we
investigated
relationship
between
and
representations.
We
trained
mice
on
an
auditory
go/no-go
task
dissociated
rapid
acquisition
contingencies
(learning)
from
its
slower
expression
(performance).
Optogenetic
silencing
demonstrated
cortex
(AC)
drives
both
gains
but
becomes
dispensable
at
expert.
Rather
enhancement
or
representations,
two-photon
calcium
imaging
AC
excitatory
neurons
throughout
revealed
two
higher-order
signals
were
causal
performance.
First,
reward
prediction
(RP)
signal
emerged
within
tens
trials,
was
present
after
action-related
errors
early
training,
faded
expert
levels.
Strikingly,
time
RP
impaired
learning,
suggesting
it
serves
associative
teaching
role.
Second,
distinct
cell
ensemble
encoded
controlled
licking
suppression
drove
improvements.
These
ensembles
spatially
clustered
uncoupled
underlying
indicating
functional
segregation
AC.
Our
results
reveal
manifests
computations
separably
drive
improvements,
reshaping
our
understanding
fundamental
role
Язык: Английский
Extinction burst could be explained by curiosity-driven reinforcement learning
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Авг. 29, 2024
Curiosity
encourages
agents
to
explore
their
environment,
leading
learning
opportunities.
Although
psychology
and
neurobiology
have
tackled
how
external
rewards
control
behavior,
intrinsic
factors
behavior
remains
unclear.
An
extinction
burst
is
a
behavioral
phenomenon
in
which
sudden
increase
the
frequency
of
immediately
follows
omission
reward.
textbook
knowledge
psychology,
there
little
empirical
evidence
it
experimental
situations.
In
this
study,
we
show
that
can
be
explained
by
curiosity
combining
computational
modeling
demonstrations
mice.
First,
built
reinforcement
model
incorporating
curiosity,
defined
as
expected
reward
prediction
errors,
additively
controlled
agent's
primary
Simulations
revealed
curiosity-driven
produced
an
intensity
depended
on
probability.
Second,
established
procedure
captured
bursts
setup
using
We
conducted
operant
conditioning
task
with
head-fixed
mice,
followed
after
pressing
lever
at
given
After
training
sessions,
occasionally
withheld
delivery
when
mice
performed
task.
found
phasic
responses
occurred
were
rewarded
high
probability,
suggesting
magnitude
errors
burst.
These
results
provide
theoretical
adapting
ever-changing
environment.
Язык: Английский
Individual-specific strategies inform category learning
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Сен. 26, 2024
Categorization
is
an
essential
task
for
sensory
perception.
Individuals
learn
category
labels
using
a
variety
of
strategies
to
ensure
that
signals,
such
as
sounds
or
images,
can
be
assigned
proper
categories.
Categories
are
often
learned
on
the
basis
extreme
examples,
and
boundary
between
categories
differ
among
individuals.
The
trajectories
learning
also
individuals,
different
individuals
rely
strategies,
repeating
alternating
choices.
However,
little
understood
about
relationship
individual
categorization.
To
study
this
relationship,
we
trained
mice
categorize
auditory
stimuli
into
two
two-alternative
forced
choice
task.
Because
took
several
weeks
task,
were
able
quantify
time
course
how
they
relate
around
categorization
boundary.
Different
exhibited
while
Mice
displayed
preferences
specific
category,
manifested
by
bias
in
their
responses,
but
drifted
with
learning.
We
found
drift
correlated
variability
ambiguous
membership.
Next,
asked
stimulus-independent,
individual-specific
informed
tendency
repeat
choices,
which
form
perseveration,
contributed
long-term
These
results
indicate
trends
during
affect
boundaries.
Язык: Английский
Premotor cortex hemodynamics reflect internal auditory category, not reported category
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Дек. 20, 2024
1
Abstract
In
sensory
decision-making
tasks,
animals’
decisions
are
driven
by
perception,
but
also
non-perceptual
factors.
Because
of
external
and
internal
noise,
stimuli
may
be
internally
misclassified,
leading
to
perceptual
errors.
But
other,
non-sensory
factors
such
as
impulsivity
or
exploratory
behavior
can
lead
Here
we
exploited
the
neural
traces
these
errors
in
frontal
cortex
provide
insights
into
their
role
decision
making.
Using
functional
ultrasound
imaging
(fUS),
investigated
how
premotor
(PMC)
ferrets
represents
a
categorization
task,
varying
difficulty
order
manipulate
rates
We
found
that
PMC
activity
reflects
objective
(and
not
chosen)
stimulus
category
on
incorrect
Easy
trials,
when
more
likely.
contrast,
responses
correlate
with
chosen
category)
Difficult
These
results
suggest
encodes
ferret’s
necessarily
final
motor
decision.
Perceptual
could
refined
further
assessing
licking
patterns,
patterns
alone
did
explain
effect.
This
study
advances
our
understanding
making,
suggesting
integrates
inputs
guide
based
perceptual,
rather
than
motivational,
information.
Язык: Английский