BEIJING, Oct. 11,
2024 /PRNewswire/ -- WiMi Hologram Cloud Inc.
(NASDAQ: WIMI) ("WiMi" or the "Company"), a leading global Hologram
Augmented Reality ("AR") Technology provider, today announced a
federated learning framework based on layered and sharded
blockchain technology, which can solve multiple key issues in
federated learning, including information interaction, data
security and privacy protection, computational efficiency, and
system scalability by combining layered and sharded blockchain
technologies to achieve more efficient and secure data
collaboration.
In the federated learning framework based on layered and sharded
blockchain technology, the IoT network is finely divided into a
multi-layer structure, and each layer is subdivided into multiple
shards, aiming to optimize the information interaction and
processing efficiency. The strategy of multiple layers and multiple
shards enables the communication between nodes to be restricted to
the same shard, which significantly reduces the complexity of
information interaction and greatly reduces the global
communication cost. And the sharding mechanism ensures that each
shard can execute local training tasks independently and in
parallel, accelerating the overall learning process. At the same
time, cross-shard data exchange is performed only when the model
parameters are updated, which not only ensures the training
efficiency, but also further strengthens the data security and
privacy protection.
In response to the abnormal or malicious behavior that may occur
in federated learning, WiMi has developed a highly adaptive
consensus algorithm. The algorithm is able to accurately identify
and reject abnormal models, effectively resist interference caused
by malicious or erroneous data, and ensure the accuracy and
reliability of learning results. The application of blockchain
technology records the transaction details of every model update,
provides an untampered audit log, enhances system transparency, and
establishes a foundation of trust among participants.
With the help of encryption and distributed ledger technology,
WiMi's federated learning framework ensures the security of data
during transmission and storage, effectively guarding against data
leakage and tampering. Distributed ledger uses cryptographic
techniques to protect the security and integrity of data, such as
hash functions, public and private key encryption, and other
techniques. These techniques prevent problems such as data
tampering, forgery, and theft. In addition, data privacy can be
further protected by restricting user access to data through smart
contracts or other permission control mechanisms.
The sharding and parallel processing mechanism greatly improves
computational efficiency and reduces latency, which is particularly
suitable for real-time learning scenarios of large-scale IoT
devices. The flexible layering and sharding design enables the
system to seamlessly adapt to all kinds of network environments
from small LANs to global scale. This design not only improves the
scalability of the system, but also enables it to be flexibly
deployed and operated in different network environments to meet
diverse needs.
The federated learning framework builds an efficient, secure,
and scalable IoT learning platform through layered and sharded
technologies, adaptive consensus algorithms, encryption and
distributed ledger technologies, and flexible computing
architectures, laying a solid foundation for future large-scale
machine learning applications. The federated learning framework
based on layered and sharded blockchain not only overcomes the
limitations of traditional federated learning, but also creates a
brand-new path to safer and more efficient data collaboration,
which is a profound insight and layout for future smart life.
Whether it is smart home, smart city, or Industry 4.0, federated
learning technology based on layered and sharded blockchain shows
broad application prospects, and is expected to promote the digital
transformation of all industries, and build a smarter, safer, and
more efficient future society. In the era of the Internet of
Everything, WiMi will also continue to explore and practice,
leading the way to a new era of smarter, safer and more efficient
data collaboration.
About WIMI Hologram Cloud
WIMI Hologram Cloud, Inc. (NASDAQ:WIMI) is a holographic cloud
comprehensive technical solution provider that focuses on
professional areas including holographic AR automotive HUD
software, 3D holographic pulse LiDAR, head-mounted light field
holographic equipment, holographic semiconductor, holographic cloud
software, holographic car navigation and others. Its services and
holographic AR technologies include holographic AR automotive
application, 3D holographic pulse LiDAR technology, holographic
vision semiconductor technology, holographic software development,
holographic AR advertising technology, holographic AR entertainment
technology, holographic ARSDK payment, interactive holographic
communication and other holographic AR technologies.
Safe Harbor Statements
This press release contains "forward-looking statements" within
the Private Securities Litigation Reform Act of 1995. These
forward-looking statements can be identified by terminology such as
"will," "expects," "anticipates," "future," "intends," "plans,"
"believes," "estimates," and similar statements. Statements that
are not historical facts, including statements about the Company's
beliefs and expectations, are forward-looking statements. Among
other things, the business outlook and quotations from management
in this press release and the Company's strategic and operational
plans contain forward−looking statements. The Company may also make
written or oral forward−looking statements in its periodic reports
to the US Securities and Exchange Commission ("SEC") on Forms 20−F
and 6−K, in its annual report to shareholders, in press releases,
and other written materials, and in oral statements made by its
officers, directors or employees to third parties. Forward-looking
statements involve inherent risks and uncertainties. Several
factors could cause actual results to differ materially from those
contained in any forward−looking statement, including but not
limited to the following: the Company's goals and strategies; the
Company's future business development, financial condition, and
results of operations; the expected growth of the AR holographic
industry; and the Company's expectations regarding demand for and
market acceptance of its products and services.
Further information regarding these and other risks is included
in the Company's annual report on Form 20-F and the current report
on Form 6-K and other documents filed with the SEC. All information
provided in this press release is as of the date of this press
release. The Company does not undertake any obligation to update
any forward-looking statement except as required under applicable
laws.
View original
content:https://www.prnewswire.com/news-releases/wimi-announced-a-federated-learning-framework-based-on-layered-and-sharded-blockchain-technology-302274111.html
SOURCE WiMi Hologram Cloud Inc.