没有合适的资源?快使用搜索试试~ 我知道了~
可信人工智能与区块链赋能Metaverse.docx
1.该资源内容由用户上传,如若侵权请联系客服进行举报
2.虚拟产品一经售出概不退款(资源遇到问题,请及时私信上传者)
2.虚拟产品一经售出概不退款(资源遇到问题,请及时私信上传者)
版权申诉
0 下载量 3 浏览量
2024-04-18
00:39:58
上传
评论
收藏 301KB DOCX 举报
温馨提示
试读
8页
可信人工智能与区块链赋能Metaverse.docx
资源推荐
资源详情
资源评论
2022 Fourth International Conference on Blockchain Computing and Applications (BCCA)
978-1-6654-9958-3/22/$31.00 ©2022 IEEE
237
Authorized licensed use limited to: University of North Texas. Downloaded on December 02,2022 at 17:33:49 UTC from IEEE Xplore. Restrictions
apply.
Trusted AI with Blockchain to Empower Metaverse
Syed Badruddoja, Ram Dantu, Yanyan He, Mark Thompson, Abiola Salau, Kritagya Upadhyay
Dept. of Computer Science & Engineering
University of North Texas
Denton, TX, 76207, USA
E-mail: syedbadruddoja@my.unt.edu, ram.dantu@unt.edu, yanyan.he@unt.edu, mark.thompson2@unt.edu,
abiolasalau@my.unt.edu, kritagyaupadhyay@my.unt.edu
Abstract—The digital experience emerging in the virtual world
is a reality with the advent of the metaverse. Augmented
reality(AR), virtual reality(VR), extended reality(XR), and ar-
tificial intelligence(AI) algorithms would pave the way for an
immersive experience for the users in the virtual space. However,
the explosion of these technologies broaches new challenges
to threaten the success of metaverse due to security risks.
The blockchain technology augmented with AI promises to
deliver a trusted metaverse for everyone. Nevertheless, smart
contracts fail to produce a cognitive prediction, dissuading users
from confiding in the metaverse. We arm smart contracts with
intelligence to predict using AI algorithms. Moreover, we deploy
the smart contracts on the Ethereum blockchain platform and
produce a prediction accuracy of 95% compared to Python
scikit-learn-based predictions. Our results show that the pre-
diction delay can obstruct the growth of metaverse applications
to accept blockchain technologies. Furthermore, the limitation
of blockchain technology can make integration unreasonable.
Therefore, we discuss possible scalability solutions that can be
part of our future work to help more metaverse applications
adopt blockchain solutions.
Index Terms—Blockchain, Artificial Intelligence, Metaverse,
Digital Twin, Decentralization, Trust, Security, Smart Contracts
I.
INTRODUCTION
Trustworthy Metaverse : Metaverse is a virtual world
with flawless virtual story experiences, a mirrored world that
reflects the physical world, and an augmented reality that
provides the seamless experience of logging and augmenting
data [1]–[3]. The captivating, hyper-spatio-temporal, and self-
evolving virtual shared space amalgamates the virtual world
with the real world. Metaverse allows anybody from the real
world to conduct businesses, host shows, play games, interact
socially, and do many other physical activities virtually with
an immersive experience, even if the physical distance makes
it impossible. Moreover, artificial intelligence (AI) makes
metaverse tangible with augmented reality (AR), virtual reality
(VR), extended reality (XR), and AI algorithms. However,
the users cannot trust the metaverse unless the information
is protected and safe [1]. For instance, misrepresentation of
identity, fake information, and wrong prediction create super-
ficial experiences in the virtual world. A trustworthy metaverse
is evident to guarantee a trusted immersive experience.
New Economy for Digital Assets: For more than 30 years,
digital technology has contributed to social transformation
and subsequently uplifted the economy. The transformation
has rapidly moved to the digital economy in the last decade.
We are experiencing various blockchain applications being
created in manufacturing, logistics, finance, automotive, sports,
healthcare, and education [4]–[8]. Recently, cryptocurrency
has been popular in creating and consuming digital assets.
In the real world, an asset has physical matter, weight, and
mass and is owned by a human. Whereas digital asset has
information represented by bits, which several people can
share. The creation and consumption of digital assets that
can be traded in the digital economy is a paradigm that
traditional economists have not encountered [9], [10]. On
the other hand, machine learning algorithms control workers,
citizens, workplaces, social behavior, and group behavior and
influence the behavior of individuals. We know humans can
learn from other humans. Similarly, humans can also learn
from machine algorithms (AI agents or artists) and pass the
learning to another human. In particular, humans learning
from AI agents (e.g., solving some problems) can remove
the bias (humans create preferences). Furthermore, learning
from AI artists can evolve cultural evolution where human and
AI algorithms work together and learn from each other. So,
a symbiotic relationship between humans and machines has
begun, and artificial intelligence and blockchain technology is
accelerating this.
II.
MOTIVATION
Blockchain for AI in Metaverse: Artificial intelligence
provides cognitive intelligence that requires responsible model
development or prediction. For instance, any AI application
user using AR, VR, and AI algorithms needs the model to
be explainable and the events to be traceable. With explain-
able and responsible AI, trust in cognition can be assured
[11] for metaverse users. However, current AI applications
do not provide explainable AI as it is centralized and can
be tampered with [12]. A metaverse user is expected to
interact virtually with real-world entities to work, play, con-
duct business, and live day-to-day life. A user may want to
see the weather forecast, diagnose health problems, analyze
agricultural projections and analyze economic predictions. A
flawed weather forecast may be produced with poisoned data.
The tampered model may create a bad diagnosis outcome.
Agricultural production may provide faulty projections due to
erratic predictions. Economic sustainability prediction may get
manipulated. Figure 1 explained all of these problems that
2022 Fourth
International Conference
on Blockchain
Computing and
Applications (BCCA)
| 978-1-6654-9958-3/22/$31.00
©2022
IEEE
|
DOI: 10.1109/BCCA55292.2022.9922027
资源评论
百态老人
- 粉丝: 2125
- 资源: 2万+
下载权益
C知道特权
VIP文章
课程特权
开通VIP
上传资源 快速赚钱
- 我的内容管理 展开
- 我的资源 快来上传第一个资源
- 我的收益 登录查看自己的收益
- 我的积分 登录查看自己的积分
- 我的C币 登录后查看C币余额
- 我的收藏
- 我的下载
- 下载帮助
安全验证
文档复制为VIP权益,开通VIP直接复制
信息提交成功