This
paper
discusses
the
problems
and
challenges
of
artificial
intelligence
(AI)
implementation
at
modern
computer
science
information
technology
development
stage.
The
authors
analyze
types
AI,
tendencies,
current
state
AI
as
well
in
various
fields
human
activity.
focus
on
National
strategies
different
countries
directed
to
for
industry,
agriculture,
space
exploration,
education,
medicine,
military,
automation
design
practice
robotics,
construction,
machine-building
shipbuilding,
planning
optimization
cargo
transportation,
etc.
AI's
are
discussed
detail,
including
(a)
strong
influence
world's
labor
market
shortly,
(b)
ethical
dangers
implementation,
(c)
authors'
perspective
proposals
approaches,
structure
new-generation
systems
based
multi-software
methodology
designing
3D
modeling.
Science China Technological Sciences,
Journal Year:
2024,
Volume and Issue:
67(8), P. 2282 - 2296
Published: July 30, 2024
Artificial
intelligence
(AI)
systems
surpass
certain
human
abilities
in
a
statistical
sense
as
whole,
but
are
not
yet
the
true
realization
of
these
and
behaviors.
There
differences,
even
contradictions,
between
cognition
behavior
AI
humans.
With
goal
achieving
general
AI,
this
study
contains
review
role
cognitive
science
inspiring
development
three
mainstream
academic
branches
based
on
three-layer
framework
proposed
by
David
Marr,
limitations
current
explored
analyzed.
The
differences
inconsistencies
mechanisms
brain
computation
They
found
to
be
cause
contradictions
Additionally,
eight
important
research
directions
their
scientific
issues
that
need
focus
brain-inspired
proposed:
highly
imitated
bionic
information
processing,
large-scale
deep
learning
model
balances
structure
function,
multi-granularity
joint
problem
solving
bidirectionally
driven
data
knowledge,
models
simulate
specific
structures,
collaborative
processing
mechanism
with
physical
separation
perceptual
interpretive
analysis,
embodied
integrates
mechanisms,
simulation
from
individual
group
(social
intelligence),
AI-assisted
intelligence.
Behavior Research Methods,
Journal Year:
2025,
Volume and Issue:
57(4)
Published: Feb. 28, 2025
Abstract
The
Animal-AI
Environment
is
a
unique
game-based
research
platform
designed
to
facilitate
collaboration
between
the
artificial
intelligence
and
comparative
cognition
communities.
In
this
paper,
we
present
latest
version
of
Environment,
outlining
several
major
features
that
make
game
more
engaging
for
humans
complex
AI
systems.
These
include
interactive
buttons,
reward
dispensers,
player
notifications,
as
well
an
overhaul
environment’s
graphics
processing
significant
improvements
in
agent
training
time
quality
human
experience.
We
provide
detailed
guidance
on
how
build
computational
behavioural
experiments
with
Environment.
results
from
series
agents,
including
state-of-the-art
deep
reinforcement
learning
Dreamer-v3
,
newly
tests
testbed
900
tasks
inspired
by
field
cognition.
offers
new
approach
modelling
non-human
animals,
building
biologically
intelligence.
Journal of Intelligence,
Journal Year:
2023,
Volume and Issue:
11(10), P. 187 - 187
Published: Sept. 26, 2023
This
review
article
explores
the
foundation
of
laypeople’s
understanding
physical
world
rooted
in
perceptual
experience.
Beginning
with
a
concise
historical
overview
study
intuitive
physics,
presents
hypothesis
that
laypeople
possess
accurate
internalized
representations
laws.
A
key
aspect
this
is
contention
correct
laws
emerge
ecological
experimental
conditions,
where
scenario
being
examined
resembles
everyday
life
experiences.
The
critically
examines
empirical
evidence
both
supporting
and
challenging
claim,
revealing
despite
everyday-life-like
fundamental
misconceptions
often
persist.
Many
these
can
be
attributed
to
domain-general
heuristic
arises
from
overgeneralization
perceptual-motor
experiences
objects.
To
conclude,
delves
into
ongoing
controversies
highlights
promising
future
avenues
field
including
action–judgment
dissociations,
insights
developmental
psychology,
computational
models
integrating
artificial
intelligence.
Philosophical Transactions of the Royal Society B Biological Sciences,
Journal Year:
2024,
Volume and Issue:
379(1911)
Published: Aug. 19, 2024
A
fundamental
component
of
human
cognition
is
the
ability
to
intuitively
reason
about
behaviours
objects
and
systems
in
physical
world
without
resorting
explicit
scientific
knowledge.
This
skill
was
traditionally
considered
a
symbolic
process.
However,
last
decades,
there
has
been
shift
towards
ideas
embodiment,
suggesting
that
accessing
knowledge
predicting
outcomes
grounded
bodily
interactions
with
environment.
Infants
children,
who
learn
mainly
through
their
embodied
experiences,
serve
as
model
probe
link
between
reasoning
concepts.
Here,
we
tested
school-aged
children
(5-
15-year-olds)
online
games
involve
different
action
concepts
such
supporting,
launching
clearing.
We
assessed
changes
children’s
performance
strategies
over
development
relationships
Children
reasoned
more
accurately
problems
involved
supporting
actions
compared
or
clearing
actions.
Moreover,
when
failed,
they
were
strategic
subsequent
attempts
support
rather
than
improved
age,
but
improvements
differed
across
Our
findings
suggest
events
are
affected
by
concepts,
those
effects
change
development.
article
part
theme
issue
'Minds
movement:
age
artificial
intelligence'.
Cell Reports Methods,
Journal Year:
2023,
Volume and Issue:
3(9), P. 100557 - 100557
Published: Aug. 17, 2023
Despite
advances
in
virological
sciences
and
antiviral
research,
viruses
continue
to
emerge,
circulate,
threaten
public
health.
We
still
lack
a
comprehensive
understanding
of
how
cells
individuals
remain
susceptible
infectious
agents.
This
deficiency
is
part
due
the
complexity
viruses,
including
cell
states
controlling
virus-host
interactions.
Microscopy
samples
distinct
cellular
infection
stages
multi-parametric,
time-resolved
manner
at
molecular
resolution
increasingly
enhanced
by
machine
learning
deep
learning.
Here
we
discuss
state-of-the-art
artificial
intelligence
(AI)
augments
light
electron
microscopy
research
cells.
describe
current
procedures
for
image
denoising,
object
segmentation,
tracking,
classification,
super-resolution
showcase
examples
AI
has
improved
acquisition
analyses
data.
The
power
AI-enhanced
will
help
unravel
virus
mechanisms,
develop
agents,
improve
viral
vectors.
How
do
humans
make
sense
of
other
people:
entities
who
are
simultaneously
psychological
beings
and
physical
objects?
Across
the
cognitive
sciences,
including
psychology,
anthropology,
philosophy,
neuroscience,
scholars
have
puzzled
over
origins
structure
our
understanding
world
on
one
hand,
other.
Each
these
research
areas
has
accumulated
evidence
that
two
domains
thought
independent,
modular
systems.
We
disagree.
Starting
in
infancy,
indeed
throughout
lives,
reasoning
(naive
psychology)
depends
inputs
from
physics).
In
this
paper,
we
first
review
for
modularity
hypothesis
developmental
cross-cultural
research,
neuropsychology,
argue
work
provides
domain-specificity
(that
naive
psychology
physics
conceptually
distinct)
but
not
abilities
informationally
encapsulated
each
other).
To
contrary,
use
disciplines,
computational
science,
to
constitute
parallel
integrated
systems
human
minds
brains.
end
by
laying
out
a
program
investigate
integration.
Acta Psychologica,
Journal Year:
2023,
Volume and Issue:
237, P. 103951 - 103951
Published: June 4, 2023
This
study
complements
the
stream
of
psychology
studies
on
effects
an
individual's
intuition
strategic
decisions
and
how
it
shapes
behavioral
tendencies
by
extending
these
evolve
social
entrepreneurship
orientation
in
entrepreneurship.
Theoretically,
we
establish
nexus
between
relative
as
well
moderating
roles
exploratory
exploitative
learning
personal
identity.
Empirical
validation
nexuses
was
based
a
cross-section
276
certified
enterprises
China.
The
findings
indicate
that
entrepreneurs'
has
positive
association
with
orientation.
Exploratory
positively
mediate
In
addition,
identity
moderates
Subsequently,
found
link
strengthens
increases.
this
light,
identify
foundation
for
development
Similarly,
shed
light
facilitates
factors
arousing
dedication
to
processes/stages
pursuit
goal
attainment.
Philosophical Transactions of the Royal Society B Biological Sciences,
Journal Year:
2022,
Volume and Issue:
378(1869)
Published: Dec. 13, 2022
Researchers
across
cognitive,
neuro-
and
computer
sciences
increasingly
reference
'human-like'
artificial
intelligence
'neuroAI'.
However,
the
scope
use
of
terms
are
often
inconsistent.
Contributed
research
ranges
widely
from
mimicking