Distinguishing Reality from AI: Approaches for Detecting Synthetic Content
Computers,
Год журнала:
2024,
Номер
14(1), С. 1 - 1
Опубликована: Дек. 24, 2024
The
advancement
of
artificial
intelligence
(AI)
technologies,
including
generative
pre-trained
transformers
(GPTs)
and
models
for
text,
image,
audio,
video
creation,
has
revolutionized
content
generation,
creating
unprecedented
opportunities
critical
challenges.
This
paper
systematically
examines
the
characteristics,
methodologies,
challenges
associated
with
detecting
synthetic
across
multiple
modalities,
to
safeguard
digital
authenticity
integrity.
Key
detection
approaches
reviewed
include
stylometric
analysis,
watermarking,
pixel
prediction
techniques,
dual-stream
networks,
machine
learning
models,
blockchain,
hybrid
approaches,
highlighting
their
strengths
limitations,
as
well
accuracy,
independent
accuracy
80%
analysis
up
92%
using
modalities
in
approaches.
effectiveness
these
techniques
is
explored
diverse
contexts,
from
identifying
deepfakes
media
AI-generated
scientific
texts.
Ethical
concerns,
such
privacy
violations,
algorithmic
bias,
false
positives,
overreliance
on
automated
systems,
are
also
critically
discussed.
Furthermore,
addresses
legal
regulatory
frameworks,
intellectual
property
emerging
legislation,
emphasizing
need
robust
governance
mitigate
misuse.
Real-world
examples
systems
analyzed
provide
practical
insights
into
implementation
Future
directions
developing
generalizable
adaptive
fostering
collaboration
between
stakeholders,
integrating
ethical
safeguards.
By
presenting
a
comprehensive
overview
AIGC
detection,
this
aims
inform
researchers,
policymakers,
practitioners
addressing
dual-edged
implications
AI-driven
creation.
Язык: Английский
Blockchain and NFC for Real Estate Certificate Management: An Albanian Case Study
Annals of Emerging Technologies in Computing,
Год журнала:
2025,
Номер
9(1), С. 24 - 43
Опубликована: Янв. 1, 2025
This
paper
presents
a
novel
framework
designed
to
enhance
the
certification
of
real
estate
ownership
and
transactions
through
integration
Ethereum
blockchain
technology,
Near
Field
Communication
(NFC),
smart
contracts.
The
proposed
architecture
establishes
secure,
transparent,
efficient
digital
certificate
management
system
by
leveraging
immutable
records,
decentralized
document
storage
via
InterPlanetary
File
System
(IPFS),
NFC
tags
for
effective
physical-to-digital
integration.
implementation
employs
encryption
keys,
Quick
Response
(QR)
codes,
ensure
data
integrity
accessibility.
A
user-centric
design
has
been
developed
accommodate
various
stakeholders,
including
property
owners,
buyers,
notaries,
land
registry
officials.
solution
significantly
improves
upon
traditional
transaction
methods
facilitating
end-to-end
transactions,
enhancing
transparency
traceability,
substantially
reducing
risk
fraud.
By
empowering
participants
execute
update
records
on
platform,
this
fosters
increased
trust
operational
efficiency
within
Albanian
market.
Furthermore,
ensures
compatibility
with
existing
tax
payment
procedures,
providing
seamless
transition
all
stakeholders
involved.
findings
project
aim
not
only
revolutionize
practices
in
Albania,
but
also
offer
scalable
model
global
implementation.
addressing
challenges
associated
innovative
contributes
safer,
more
environment.
is
characterized
legal
compliance,
enhanced
robust
fraud
prevention
mechanisms,
ultimately
paving
way
modernized
approach
Albania
beyond.
Язык: Английский
Blockchain as an Enabler of Generic Business Model Realization
Blockchains,
Год журнала:
2025,
Номер
3(1), С. 6 - 6
Опубликована: Март 11, 2025
The
paper
presents
business
models
(BMs)
for
blockchain-based
businesses.
is
a
study
of
IT-aligned
BMs
categorized
by
the
concepts
and
possibilities
blockchain
applications.
research
aimed
to
recognize
analyze
extent
directions
in
which
architectures
influence
means
conducting
A
set
almost
40,000
decentralized
applications
examined
justify
rationale
behind
presented
analysis.
This
an
argumentative
that
uses
design-oriented
approach,
as
it
suitable
addressing
real-world
problems,
like
analyzing
models,
while
ensuring
artifacts
are
created
evaluated
under
methodological
standards.
Firstly,
concept
model
analyzed.
Then,
theoretical
analysis
different
made
identify
ones
well
aligned
with
vision
obsolete
or
inoperative
from
business-conducting
perspective.
In
end,
outcome
applied
examples
existing
startups.
Fifteen
identified
7
sector
groups
recognized
55
cases
detected.
Язык: Английский
A Systematic Review of Blockchain-Based Initiatives in Comparison to Best Practices Used in Higher Education Institutions
Computers,
Год журнала:
2025,
Номер
14(4), С. 141 - 141
Опубликована: Апрель 8, 2025
Blockchain
technology,
originally
introduced
through
Bitcoin
cryptocurrency
in
2008,
has
rapidly
expanded
beyond
its
financial
roots,
offering
innovative
solutions
for
secure
data
management
across
various
sectors,
including
education.
Higher
education
institutions,
faced
with
challenges
managing
academic
records,
verifying
degrees,
assessing
skills,
and
safeguarding
personal
data,
have
increasingly
looked
to
blockchain
answers.
Blockchain’s
transparent,
immutable,
decentralized
nature
provides
potential
these
longstanding
problems.
This
systematic
review
assesses
blockchain-based
proposals
certificates
management,
aiming
highlight
globally
recognized
best
practices,
explore
the
latest
applications,
identify
key
hindering
widespread
adoption
of
technology
A
thorough
discussion
based
on
findings
introduces
mitigate
insights
into
possible
future
research
directions
that
could
help
overcome
obstacles.
Язык: Английский
Transformative Impact of Blockchain Technology on Healthcare Systems and Socioeconomic Development
Advances in computational intelligence and robotics book series,
Год журнала:
2025,
Номер
unknown, С. 433 - 460
Опубликована: Фев. 21, 2025
The
fundamental
principles
of
blockchain
technology
that
make
it
decentralized
and
safe,
enabled
to
expand
its
initial
applications
which
were
in
cryptocurrency
for
use
as
a
transformative
tool
various
sectors
the
global
economy.
This
chapter
assesses
prospects
existing
very
few
advances
have
been
adopted
healthcare
system
well
effects
on
society's
socioeconomic
development
whole.
It
goes
discuss
how
is
useful
securing
information,
enhancing
interoperability,
optimizing
administration
systems,
tackling
issue
who
should
benefit
what
extent
order
mitigate
inequalities.
considers
real-life
uses,
unresolved
issues,
accordingly,
demonstrates
can
help
achieve
sustainable
inclusive.
Язык: Английский
Bioinspired Blockchain Framework for Secure and Scalable Wireless Sensor Network Integration in Fog–Cloud Ecosystems
Computers,
Год журнала:
2024,
Номер
14(1), С. 3 - 3
Опубликована: Дек. 26, 2024
WSNs
are
significant
components
of
modern
IoT
systems,
which
typically
operate
in
resource-constrained
environments
integrated
with
fog
and
cloud
computing
to
achieve
scalability
real-time
performance.
Integrating
these
systems
brings
challenges
such
as
security
threats,
bottlenecks,
energy
constraints.
In
this
work,
we
propose
a
bioinspired
blockchain
framework
aimed
at
addressing
those
through
the
emulation
biological
immune
adaptation
mechanisms,
self-recovery
swarm
intelligence.
It
integrates
lightweight
technology
algorithms,
including
an
AIS
for
anomaly
detection
Proof
Adaptive
Immunity
Consensus
mechanism
secure
resource-efficient
validation.
Experimental
evaluations
give
proof
superior
performance
reached
within
framework:
up
95.2%
accuracy,
average
efficiency
91.2%
when
traffic
flow
is
normal,
latency
low
15.2
ms
during
typical
scenarios.
Moreover,
has
very
good
since
it
can
handle
500
nodes
only
about
6.0
ms.
Язык: Английский