Engineering Applications of Artificial Intelligence, Journal Year: 2024, Volume and Issue: 139, P. 109635 - 109635
Published: Nov. 20, 2024
Language: Английский
Archives of Computational Methods in Engineering, Journal Year: 2023, Volume and Issue: 31(1), P. 73 - 91
Published: July 12, 2023
Language: Английский
Citations
25
Applied Sciences, Journal Year: 2025, Volume and Issue: 15(2), P. 525 - 525
Published: Jan. 8, 2025
The widespread use of the internet, coupled with increasing production digital content, has caused significant challenges in information security and manipulation. Deepfake detection become a critical research topic both academic practical domains, as it involves identifying forged elements artificially generated videos using various deep learning artificial intelligence techniques. In this dissertation, an innovative model was developed for detecting deepfake by combining Quantum Transfer Learning (QTL) Class-Attention Vision Transformer (CaiT) architectures. Detection Challenge (DFDC) dataset used training, system capable spatiotemporal inconsistencies constructed integrating QTL CaiT technologies. addition to existing preprocessing methods literature, novel function tailored requirements models dataset. advantages quantum computing offered were merged global feature extraction capabilities CaiT. results demonstrated that proposed method achieved remarkable performance videos, accuracy 90% ROC AUC score 0.94 achieved. model’s compared other evaluated on DFDC dataset, highlighting its efficiency resource utilization overall effectiveness. findings reveal QTL-CaiT-based provides strong foundation contributes significantly literature. Future should focus testing real devices applying larger datasets further enhance applicability.
Language: Английский
Citations
1
Archives of Computational Methods in Engineering, Journal Year: 2023, Volume and Issue: 31(3), P. 1555 - 1577
Published: Dec. 6, 2023
Language: Английский
Citations
13
Expert Systems with Applications, Journal Year: 2024, Volume and Issue: 255, P. 124401 - 124401
Published: June 12, 2024
Language: Английский
Citations
5
Lecture notes in electrical engineering, Journal Year: 2025, Volume and Issue: unknown, P. 355 - 367
Published: Jan. 1, 2025
Language: Английский
Citations
0
Physical Review Research, Journal Year: 2025, Volume and Issue: 7(1)
Published: Feb. 27, 2025
The
classical-quantum
interface
for
loading
classical
data
into
quantum
systems
is
an
indispensable
component
of
information
processing,
and
the
parameterized
circuit
(PQC)
represents
significant
methodology
in
this
area.
However,
a
challenge
designing
circuits
that
can
fully
utilize
limited
qubit
resources
while
accurately
representing
remains.
To
address
issue,
we
propose
enhanced
natural
(ENPQC),
which
achieves
maximum
parameter
capacity
preserves
local
structure
original
dataset.
make
encoding
more
experiment
friendly,
further
provide
two
near-optimal
achieve
near-maximum
are
comparable
complexity
to
existing
PQCs.
We
numerically
show
ENPQC
overwhelms
other
methods
multiple
datasets,
demonstrating
its
potential
machine
learning
tasks.
Furthermore,
experimentally
validate
our
scheme
by
three-class
classification
task
on
NMR
platform,
over
Language: Английский
Citations
0
IEEE Transactions on Engineering Management, Journal Year: 2023, Volume and Issue: 71, P. 10126 - 10138
Published: Nov. 15, 2023
Interdisciplinary research has a significant impact on invention. Quantum computing, cutting-edge emerging technology in this area, shown remarkable growth and development the current time. Therefore, an inclusive analysis of academic literature is needed to understand advancement domain. The present study fulfills need by analyzing published work from Scopus database using CiteSpace visualization tool. findings classify quantum domain into five stages for exploration, viz. state preparation, entanglement, decoherence, error correction, optimization. Keyword co-occurrence, document cocitation, burst network pinpoint nascent topics, inclinations, advancements each stage. Inclusively, systematized comprehensive presents evolutionary pathway future researchers gain in-depth knowledge, identify essential subjects, challenging issues.
Language: Английский
Citations
5
International Journal of Quantum Chemistry, Journal Year: 2023, Volume and Issue: 124(1)
Published: Nov. 8, 2023
Abstract Quantum cryptography (QC) provides security to information through laws of nature, particularly quantum mechanics. The necessity making QC a living reality has provided the impetus advancement in material science, which led many publications since 1996. Therefore, this work, we analyze articles Scopus database concerning contribution science development scientometric methods. A total 1395 published from 1996 2022 were retrieved database. Subsequently, these analyzed retrieve publication patterns, major collaborating nations, significant documents, recent trends, and future directions. comprehensive introduction is also included facilitate better grasp field for wide range readers. findings study show that China leading nation developing closely followed by United States India. Moreover, indicates areas where extensive work being done standpoint keyword document analysis. Hence, outcomes article can be valuable researchers, newcomers, technology managers, policymakers interested QC.
Language: Английский
Citations
2
IEEE Transactions on Engineering Management, Journal Year: 2024, Volume and Issue: 71, P. 14861 - 14877
Published: Jan. 1, 2024
Language: Английский
Citations
0
Engineering Applications of Artificial Intelligence, Journal Year: 2024, Volume and Issue: 139, P. 109635 - 109635
Published: Nov. 20, 2024
Language: Английский
Citations
0