Evidence or Confidence: What Is Really Monitored during a Decision?
Psychonomic Bulletin & Review,
Journal Year:
2023,
Volume and Issue:
30(4), P. 1360 - 1379
Published: March 14, 2023
Assessing
our
confidence
in
the
choices
we
make
is
important
to
making
adaptive
decisions,
and
it
thus
no
surprise
that
excel
this
ability.
However,
standard
models
of
decision-making,
such
as
drift-diffusion
model
(DDM),
treat
assessment
a
post
hoc
or
parallel
process
does
not
directly
influence
choice,
which
depends
only
on
accumulated
evidence.
Here,
pursue
alternative
hypothesis
what
monitored
during
decision
an
evolving
sense
(that
to-be-selected
option
best)
rather
than
raw
Monitoring
has
appealing
consequence
threshold
corresponds
desired
level
for
improvements
can
be
traded
off
against
resources
required
secure
them.
We
show
most
previous
findings
perceptual
value-based
decisions
traditionally
interpreted
from
evidence-accumulation
perspective
explained
more
parsimoniously
novel
confidence-driven
perspective.
Furthermore,
DDM
(cDDM)
naturally
generalizes
involving
any
number
options
-
notoriously
case
with
traditional
related
models.
Finally,
discuss
future
empirical
evidence
could
useful
adjudicating
between
these
alternatives.
Language: Английский
Optimal allocation of time in risky choices under opportunity costs
Cognitive Psychology,
Journal Year:
2025,
Volume and Issue:
157, P. 101716 - 101716
Published: Jan. 30, 2025
In
economic
decision-making
there
is
a
trade-off
between
deliberation
time
to
make
good
decision
and
opportunity
costs
of
other
rewarding
activities.
Recent
theories
describe
how
the
optimal
strategy
evidence
accumulation
for
this
problem
depends
on
environment.
If
utility
difference
two
options
known
priori,
but
not
identity
better
option,
decision-makers
should
accumulate
according
drift
diffusion
model
with
constant
boundaries.
unknown
beforehand,
collapsing
boundaries
be
used.
The
exact
position
costs.
experiments,
we
examined
whether
people
can
adaptively
adjust
their
bounds.
Participants
rated
chose
risky
lotteries,
while
varied
prior
information
about
difference.
We
also
costs,
by
imposing
limits
task
blocks.
found
that
participants
used
in
all
conditions,
even
those
where
would
have
been
optimal.
This
means
they
reduced
target
strength
during
choice
process,
when
not.
contrast,
were
sensitive
deciding
faster
was
more
costly.
sum,
adapted
differences.
Language: Английский
Origins and consequences of cognitive fatigue
Trends in Cognitive Sciences,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 1, 2025
Language: Английский
Decision makers consider all options in choice triplets
PLoS ONE,
Journal Year:
2025,
Volume and Issue:
20(4), P. e0320686 - e0320686
Published: April 21, 2025
Most
contemporary
decision-making
research
focuses
on
choices
between
only
two
alternative
options,
in
spite
of
the
fact
that
most
real-world
decisions
involve
more
than
options.
Beyond
this
practical
point,
multi-option
are
also
important
from
a
theoretical
perspective.
Experimental
and
computational
studies
have
demonstrated
composition
set
choice
options
has
predictable
effects
outcomes.
Specifically,
with
available
to
choose
from,
responses
slower
stochastic.
This
effect
is
amplified
when
values
(including
worst
option
set)
similar
each
other.
In
study,
we
provide
further
evidence
these
known
effects.
We
metacognitive
factors
such
as
feelings
confidence
response
or
mental
effort
exertion
during
deliberation
show
cognitive
(consistency
value
estimates,
speed).
Finally,
novel
estimates
refined
for
all
triplets,
what
previously
been
pairs.
Language: Английский
Active Inference and Cognitive Control: Balancing Deliberation and Habits through Precision Optimization
Physics of Life Reviews,
Journal Year:
2025,
Volume and Issue:
54, P. 27 - 51
Published: May 16, 2025
We
advance
a
novel
formulation
of
cognitive
control
within
the
active
inference
framework.
The
theory
proposes
that
amounts
to
optimising
precision
parameter,
which
acts
as
signal
and
balances
contributions
deliberative
habitual
components
action
selection.
To
illustrate
theory,
we
simulate
driving
scenario
in
driver
follows
well-known
route,
but
encounters
unexpected
challenges.
Our
simulations
show
standard
model
can
form
adaptive
habits;
i.e.,
pass
from
when
context
is
stable,
generally
fails
revert
control,
changes.
address
this
failure
context-sensitivity,
introduce
type
hierarchical
inference,
lower
level
responsible
for
behavioural
higher
(or
meta-cognitive)
observes
belief
updating
below
control.
Crucially,
meta-cognitive
both
habits
suspend
them,
by
controlling
(precision)
parameter
prioritizes
choices
at
level.
Furthermore,
several
processes
linked
-
such
surprise
detection,
conflict
monitoring,
regulation
specification,
simulation
future
outcomes
assessment
costs
mental
effort
stem
coherently
free
energy
minimization
scheme
underpins
inference.
Finally,
discuss
putative
neurobiology
simulating
brain
dynamics
mesolimbic
mesocortical
pathways
dopamine
system,
dorsal
anterior
cingulate
cortex
locus
coeruleus.
Language: Английский
Active Inference and Cognitive Control: Balancing Deliberation and Habits through Precision Optimization
Published: Aug. 20, 2024
We
advance
a
novel
formulation
of
cognitive
control
within
the
active
inference
framework.
The
theory
proposes
that
amounts
to
optimising
precision
parameter,
which
acts
as
signal
and
balances
contributions
deliberative
habitual
components
action
selection.
To
illustrate
theory,
we
simulate
driving
scenario
in
driver
follows
well-known
route,
but
encounters
unexpected
challenges.
Our
simulations
show
standard
model
can
form
adaptive
habits;
i.e.,
pass
from
when
context
is
stable,
generally
fails
revert
control,
changes.
address
this
failure
context-sensitivity,
introduce
type
hierarchical
inference,
lower
level
responsible
for
behavioural
higher
(or
meta-cognitive)
observes
belief
updating
below
control.
Crucially,
meta-cognitive
both
habits
suspend
them,
by
controlling
(precision)
parameter
prioritizes
choices
at
level.
Furthermore,
several
processes
linked
—
such
surprise
detection,
conflict
monitoring,
regulation
specification,
simulation
future
outcomes
assessment
costs
mental
effort
stem
coherently
free
energy
minimization
scheme
underpins
inference.
Finally,
discuss
putative
neurobiology
simulating
brain
dynamics
mesolimbic
mesocortical
pathways
dopamine
system,
dorsal
anterior
cingulate
cortex
locus
coeruleus.
Language: Английский
Confidence control for efficient behaviour in dynamic environments
Nature Communications,
Journal Year:
2024,
Volume and Issue:
15(1)
Published: Oct. 21, 2024
Abstract
Signatures
of
confidence
emerge
during
decision-making,
implying
may
be
functional
importance
to
decision
processes
themselves.
We
formulate
an
extension
sequential
sampling
models
decision-making
in
which
is
used
online
actively
moderate
the
quality
and
quantity
evidence
accumulated
for
decisions.
The
benefit
this
model
that
it
can
respond
dynamic
changes
sensory
quality.
highlight
feature
by
designing
a
environment
where
smoothly
adapted
within
timeframe
single
decision.
Our
with
control
offers
superior
description
human
behaviour
environment,
compared
without
control.
Using
multivariate
decoding
electroencephalography
(EEG),
we
uncover
EEG
correlates
model’s
latent
processes,
show
stronger
EEG-derived
associated
faster,
more
accurate
These
results
support
neurobiologically
plausible
framework
featuring
as
active
mechanism
improving
behavioural
efficiency.
Language: Английский
Neuromodulation of choice-induced preference changes: the tDCS study of cognitive dissonance
Elena Rybina,
No information about this author
Marco Colosio,
No information about this author
Анна Шестакова
No information about this author
et al.
Frontiers in Psychology,
Journal Year:
2023,
Volume and Issue:
14
Published: Dec. 18, 2023
Difficult
choices
between
two
equally
attractive
options
result
in
a
cognitive
discrepancy
dissonant
cognitions
such
as
preferences
and
actions
often
followed
by
sense
of
psychological
discomfort
known
dissonance.
It
can
lead
to
changes
the
desirability
options:
chosen
option
becomes
more
desirable,
whereas
rejected
is
devalued.
Despite
ample
experimental
evidence
show
this
effect,
neural
mechanisms
timing
choice-induced
preference
are
not
fully
understood.
Language: Английский