bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Янв. 15, 2024
Abstract
Many
decisions
entail
the
updating
of
beliefs
about
state
environment,
a
process
that
may
go
awry
in
psychosis.
When
environments
are
subject
to
hidden
changes
their
state,
optimal
belief
requires
non-linear
modulation
sensory
evidence,
which
be
subserved
by
pupil-linked,
phasic
arousal.
Here,
we
analyzed
behavior
and
pupil
responses
during
evidence
accumulation
changing
environment
community
sample
human
participants
assessed
subclinical
psychotic
experiences
(psychosis
proneness).
Subjects
most
prone
psychosis
showed
overall
less
flexible
profiles,
with
diminished
weighting
late
evidence.
These
same
subjects
also
exhibited
smaller
reliable
encoding
computational
variables
governing
adaptive
updating.
The
observed
arousal
dynamics
account
for
emergence
cognitive
biases
psychopathology.
Our
results
open
new
window
on
pathophysiology
mental
disorders.
Cell Reports,
Год журнала:
2024,
Номер
43(4), С. 114081 - 114081
Опубликована: Апрель 1, 2024
Narratives
can
synchronize
neural
and
physiological
signals
between
individuals,
but
the
relationship
these
signals,
underlying
mechanism,
is
unclear.
We
hypothesized
a
top-down
effect
of
cognition
on
arousal
predicted
that
auditory
narratives
will
drive
not
only
brain
also
peripheral
signals.
find
entrained
gaze
variation,
saccade
initiation,
pupil
size,
heart
rate.
This
consistent
with
autonomic
function.
bottom-up
effect,
whereby
physiology
affects
arousal.
Controlled
breathing
affected
rate
was
by
controlled
saccades.
Additionally,
fluctuations
in
preceded
size
Gaze
were
all
associated
anterior-central
Together,
results
suggest
bidirectional
causal
effects
function
central
circuits
involved
control
PLoS ONE,
Год журнала:
2025,
Номер
20(1), С. e0313875 - e0313875
Опубликована: Янв. 9, 2025
Complex
systems,
such
as
in
brains,
markets,
and
societies,
exhibit
internal
dynamics
influenced
by
external
factors.
Disentangling
delayed
effects
from
within
these
systems
is
often
difficult.
We
propose
using
a
Vector
Autoregressive
model
with
eXogenous
input
(VARX)
to
capture
interactions
between
variables.
Whereas
this
aligns
Granger’s
statistical
formalism
for
testing
“causal
relations”,
the
connection
two
not
widely
understood.
Here,
we
bridge
gap
providing
fundamental
equations,
user-friendly
code,
demonstrations
simulated
real-world
data
neuroscience,
physiology,
sociology,
economics.
Our
examples
illustrate
how
avoids
spurious
correlation
factoring
out
influences
dynamics,
leading
more
parsimonious
explanations
of
systems.
For
instance,
neural
recordings
find
that
prolonged
response
brain
can
be
explained
short
exogenous
effect,
followed
recurrent
activity.
In
human
recovers
established
eye
movements
affecting
pupil
size
bidirectional
interaction
respiration
heart
rate.
also
provide
methods
enhancing
efficiency,
L2
regularization
limited
basis
functions
cope
extended
delays.
Additionally,
analyze
performance
under
various
scenarios
where
assumptions
are
violated.
MATLAB,
Python,
R
code
provided
easy
adoption:
https://github.com/lcparra/varx
.
Task-evoked
pupil
dilation
has
been
linked
to
many
cognitive
variables,
perhaps
most
notably
unexpected
events.
Zénon
(2019)
proposed
a
unifying
framework
stating
that
related
cognition
should
be
considered
from
an
information-theory
perspective.
In
the
current
study,
we
investigated
whether
pupil’s
response
decision
outcome
in
context
of
associative
learning
reflects
prediction
error
defined
formally
as
information
gain,
while
also
exploring
time
course
this
signal.
To
do
so,
adapted
simple
model
trial-by-trial
stimulus
probabilities
based
on
theory
previous
literature.
We
analyzed
two
data
sets
which
participants
performed
perceptual
decision-making
tasks
required
was
recorded.
Our
findings
consistently
showed
significant
proportion
variability
post-feedback
during
can
explained
by
formal
quantification
gain
shortly
after
feedback
presentation
both
task
contexts.
later
window,
relationship
between
information-theoretic
variables
and
differed
per
task.
For
first
time,
present
evidence
dilates
or
constricts
along
with
seems
dependent,
specifically
increasing
decreasing
average
uncertainty
(entropy)
across
trials.
This
study
offers
empirical
showcasing
how
offer
valuable
insights
into
process
updating
learning,
highlighting
promising
utility
readily
accessible
physiological
indicator
for
investigating
internal
belief
states.
Task-evoked
pupil
dilation
has
been
linked
to
many
cognitive
variables,
perhaps
most
notably
unexpected
events.
Zénon
(2019)
proposed
a
unifying
framework
stating
that
related
cognition
should
be
considered
from
an
information-theory
perspective.
In
the
current
study,
we
investigated
whether
pupil’s
response
decision
outcome
in
context
of
associative
learning
reflects
prediction
error
defined
formally
as
information
gain,
while
also
exploring
time
course
this
signal.
To
do
so,
adapted
simple
model
trial-by-trial
stimulus
probabilities
based
on
theory
previous
literature.
We
analyzed
two
data
sets
which
participants
performed
perceptual
decision-making
tasks
required
was
recorded.
Our
findings
consistently
showed
significant
proportion
variability
post-feedback
during
can
explained
by
formal
quantification
gain
shortly
after
feedback
presentation
both
task
contexts.
later
window,
relationship
between
information-theoretic
variables
and
differed
per
task.
For
first
time,
present
evidence
dilates
or
constricts
along
with
seems
dependent,
specifically
increasing
decreasing
average
uncertainty
(entropy)
across
trials.
This
study
offers
empirical
showcasing
how
offer
valuable
insights
into
process
updating
learning,
highlighting
promising
utility
readily
accessible
physiological
indicator
for
investigating
internal
belief
states.
Neural
activity
in
auditory
cortex
tracks
the
amplitude-onset
envelope
of
continuous
speech,
but
recent
work
counter-intuitively
suggests
that
neural
tracking
increases
when
speech
is
masked
by
background
noise,
despite
reduced
intelligibility.
Noise-related
amplification
could
indicate
stochastic
resonance
–
response
facilitation
through
noise
supports
tracking,
a
comprehensive
account
lacking.
In
five
human
electroencephalography
(EEG)
experiments,
current
study
demonstrates
generalized
enhancement
due
to
minimal
noise.
Results
show
a)
enhanced
for
at
very
high
SNRs
(∼30
dB
SNR)
where
highly
intelligible;
b)
this
independent
attention;
c)
it
generalizes
across
different
stationary
maskers,
strongest
12-talker
babble;
and
d)
present
headphone
free-field
listening,
suggesting
neural-tracking
real-life
listening.
The
paints
clear
picture
enhances
representation
onset-envelope,
contributes
tracking.
further
highlights
non-linearities
induced
make
its
use
as
biological
marker
processing
challenging.
Neural
activity
in
auditory
cortex
tracks
the
amplitude-onset
envelope
of
continuous
speech,
but
recent
work
counterintuitively
suggests
that
neural
tracking
increases
when
speech
is
masked
by
background
noise,
despite
reduced
intelligibility.
Noise-related
amplification
could
indicate
stochastic
resonance
–
response
facilitation
through
noise
supports
tracking,
a
comprehensive
account
lacking.
In
five
human
electroencephalography
experiments,
current
study
demonstrates
generalized
enhancement
due
to
minimal
noise.
Results
show
(1)
enhanced
for
at
very
high
signal-to-noise
ratios
(~30
dB
SNR)
where
highly
intelligible;
(2)
this
independent
attention;
(3)
it
generalizes
across
different
stationary
maskers,
strongest
12-talker
babble;
and
(4)
present
headphone
free-field
listening,
suggesting
neural-tracking
real-life
listening.
The
paints
clear
picture
enhances
representation
onset-envelope,
contributes
tracking.
further
highlights
non-linearities
induced
make
its
use
as
biological
marker
processing
challenging.
Research Square (Research Square),
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 16, 2025
Abstract
Microsaccades
and
pupil
dynamics
exhibit
canonical
temporal
profiles,
providing
insights
into
perceptual
cognitive
processes.
are
typically
suppressed
with
respect
to
expected
stimulus
onset
followed
by
a
rebound
baseline
rates.
Here,
we
investigated
whether
how
the
of
microsaccades
dilation
vary
task
difficulty
for
motion
perception
task.
We
hypothesized
that
jointly
delays
microsaccade
rates
time
peak
when
discriminating
direction.
Human
observers
discriminated
direction
(clockwise
or
counterclockwise)
in
briefly
presented
perifoveal
drifting
stimulus,
which
varied
according
two
‘easy’
vs
‘hard’
manipulations
–cardinal
oblique
directions,
large
small
tilt
offsets
from
found
(1)
increased
strengthened
prolonged
inhibition
resulting
delayed
rebounds,
(2)
pupillary
responses
were
both
larger
amplitude
more
difficult
conditions,
(3)
discrimination
response
correlated
rebounds
responses.
conclude
these
due
period
sensory
evidence
accumulation,
their
support
shared
neural
mechanism
underlying
bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 20, 2025
Abstract
Assessments
of
listening
effort
are
increasingly
relevant
to
understanding
the
speech-comprehension
difficulties
experienced
by
older
adults.
Pupillometry
is
most
common
tool
assess
but
has
limitations.
Recent
research
shown
that
eye
movements
decrease
when
effortful
and
proposed
indicators
as
alternative
measures.
However,
much
work
was
conducted
in
younger
adults
trial-based
sentence-listening
paradigm,
during
concurrent
visual
stimulation.
The
extent
which
index
con
tinuous
speech
listening,
independently
stimuli,
adults,
unknown.
In
current
study,
listened
continuous
stories
with
varying
degrees
background
noise
under
free
moving-dot
viewing
conditions.
Eye
decreased
(as
indexed
fixation
duration,
gaze
dispersion,
saccade
rate)
increasing
masking.
reduction
did
not
depend
on
age
group
or
conditions,
indicating
can
be
used
effects
masking
different
situations
people
ages.
pupil
area
only
sensitive
early
experiment.
sum,
study
suggests
a
potential
listening.
PLoS ONE,
Год журнала:
2023,
Номер
18(2), С. e0270619 - e0270619
Опубликована: Фев. 16, 2023
Within
predictive
processing
two
kinds
of
learning
can
be
distinguished:
parameter
and
structure
learning.
In
Bayesian
learning,
parameters
under
a
specific
generative
model
are
continuously
being
updated
in
light
new
evidence.
However,
this
mechanism
cannot
explain
how
added
to
model.
Structure
unlike
makes
structural
changes
by
altering
its
causal
connections
or
adding
removing
parameters.
Whilst
these
types
have
recently
been
formally
differentiated,
they
not
empirically
distinguished.
The
aim
research
was
differentiate
between
on
the
basis
affect
pupil
dilation.
Participants
took
part
within-subject
computer-based
experiment
with
phases.
first
phase,
participants
had
learn
relationship
cues
target
stimuli.
second
conditional
change
relationship.
Our
results
show
that
dynamics
were
indeed
qualitatively
different
experimental
phases,
but
opposite
direction
as
we
originally
expected.
more
gradually
phase
compared
phase.
This
might
imply
built
multiple
models
from
scratch
(structure
learning)
before
settling
one
models.
possibly
just
needed
update
probability
distribution
over
(parameter
learning).
Journal of Cognitive Neuroscience,
Год журнала:
2023,
Номер
35(9), С. 1508 - 1520
Опубликована: Янв. 1, 2023
Abstract
Exploration
is
an
important
part
of
decision
making
and
crucial
to
maximizing
long-term
rewards.
Past
work
has
shown
that
people
use
different
forms
uncertainty
guide
exploration.
In
this
study,
we
investigate
the
role
pupil-linked
arousal
system
in
uncertainty-guided
We
measured
participants'
(n
=
48)
pupil
dilation
while
they
performed
a
two-armed
bandit
task.
Consistent
with
previous
work,
found
adopted
hybrid
directed,
random,
undirected
exploration,
which
are
sensitive
relative
uncertainty,
total
value
difference
between
options,
respectively.
also
positive
correlation
size
uncertainty.
Furthermore,
augmenting
choice
model
subject-specific
estimates
decoded
from
improved
predictions
held-out
choices,
suggesting
used
estimate
encoded
decide
option
explore.
Together,
data
shed
light
on
computations
underlying
uncertainty-driven
Under
assumption
reflects
locus
coeruleus-norepinephrine
neuromodulatory
activity,
these
results
extend
theory
function
highlighting
its
selective
driving
random