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Related papers: Knowledge-Defined Networking

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Software Defined Networking has afforded numerous benefits to the network users but there are certain persisting issues with this technology, two of which are scalability and privacy. The natural solution to overcoming these limitations is…

Networking and Internet Architecture · Computer Science 2023-11-10 Akrit Mudvari , Leandros Tassiulas

Knowledge representation learning has been commonly adopted to incorporate knowledge graph (KG) into various online services. Although existing knowledge representation learning methods have achieved considerable performance improvement,…

Machine Learning · Computer Science 2022-05-18 Binbin Hu , Zhiyang Hu , Zhiqiang Zhang , Jun Zhou , Chuan Shi

Software-defined networking is considered a promising new paradigm, enabling more reliable and formally verifiable communication networks. However, this paper shows that the separation of the control plane from the data plane, which lies at…

Networking and Internet Architecture · Computer Science 2018-03-06 Kashyap Thimmaraju , Liron Schiff , Stefan Schmid

The rise of Artificial Intelligence (AI) has revolutionized numerous industries and transformed the way society operates. Its widespread use has led to the distribution of AI and its underlying data across many intelligent systems. In this…

Cryptography and Security · Computer Science 2024-02-14 Yasas Supeksala , Dinh C. Nguyen , Ming Ding , Thilina Ranbaduge , Calson Chua , Jun Zhang , Jun Li , H. Vincent Poor

With the vigorous development of artificial intelligence (AI), the intelligent applications based on deep neural network (DNN) change people's lifestyles and the production efficiency. However, the huge amount of computation and data…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-01 Weiqing Ren , Yuben Qu , Chao Dong , Yuqian Jing , Hao Sun , Qihui Wu , Song Guo

Software-defined networking (SDN) is a novel paradigm that out-sources the control of packet-forwarding switches to a set of software controllers. The most fundamental task of these controllers is the correct implementation of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-05-21 Marco Canini , Petr Kuznetsov , Dan Levin , Stefan Schmid

Artificial intelligence (AI) is an extensive scientific discipline which enables computer systems to solve problems by emulating complex biological processes such as learning, reasoning and self-correction. This paper presents a…

Artificial Intelligence · Computer Science 2018-01-16 Javier Mata , Ignacio de Miguel , Ramó n J. Durá n , Noemí Merayo , Sandeep Kumar Singh , Admela Jukan , Mohit Chamania

Software-defined networking (SDN) eases network management by centralizing the control plane and separating it from the data plane. The separation of planes in SDN, however, introduces new vulnerabilities in SDN networks since the…

Cryptography and Security · Computer Science 2015-12-22 Heng Cui , Ghassan O. Karame , Felix Klaedtke , Roberto Bifulco

Studies regarding knowledge organization and acquisition are of great importance to understand areas related to science and technology. A common way to model the relationship between different concepts is through complex networks. In such…

Social and Information Networks · Computer Science 2018-08-09 Thales S. Lima , Henrique F. de Arruda , Filipi N. Silva , Cesar H. Comin , Diego R. Amancio , Luciano da F. Costa

Information-Centric Networking (ICN) has recently emerged as a prominent candidate for the Future Internet Architecture (FIA) that addresses existing issues with the host-centric communication model of the current TCP/IP-based Internet.…

Networking and Internet Architecture · Computer Science 2020-12-09 Boubakr Nour , Hakima Khelifi , Rasheed Hussain , Spyridon Mastorakis , Hassine Moungla

Software-defined networking (SDN) is the concept of decoupling the control and data planes to create a flexible and agile network, assisted by a central controller. However, the performance of SDN highly depends on the limitations in the…

Networking and Internet Architecture · Computer Science 2017-01-06 Chen-Feng Liu , Sumudu Samarakoon , Mehdi Bennis

Effective SDN control relies on the network data collecting capability as well as the quality and timeliness of the data. As open programmable data plane is becoming a reality, we further enhance it with the support of runtime interactive…

Networking and Internet Architecture · Computer Science 2016-12-12 Haoyu Song , Jun Gong , Hongfei Chen , Tom Tofigh

The spiking neural network, known as the third generation neural network, is an important network paradigm. Due to its mode of information propagation that follows biological rationality, the spiking neural network has strong energy…

Neural and Evolutionary Computing · Computer Science 2025-05-21 Zihan Dai , Huanfei Ma

Software-Defined Networking (SDN) introduces a centralized network control and management by separating the data plane from the control plane which facilitates traffic flow monitoring, security analysis and policy formulation. However, it…

Networking and Internet Architecture · Computer Science 2019-09-05 Trung V. Phan , Syed Tasnimul Islam , Tri Gia Nguyen , Thomas Bauschert

In today's networked world, Digital Twin Networks (DTNs) are revolutionizing how we understand and optimize physical networks. These networks, also known as 'Digital Twin Networks (DTNs)' or 'Networks Digital Twins (NDTs),' encompass many…

Networking and Internet Architecture · Computer Science 2025-01-28 Sarah Al-Shareeda , Khayal Huseynov , Lal Verda Cakir , Craig Thomson , Mehmet Ozdem , Berk Canberk

Information-Centric Networking (ICN) has emerged as an interesting approach to overcome many of the limitations of legacy IP-based networks. However, the drastic changes to legacy infrastructure required to realise an ICN have significantly…

Networking and Internet Architecture · Computer Science 2017-07-07 George Petropoulos , Konstantinos V. Katsaros , Maria-Evgenia Xezonaki

The deployment of Deep Learning (DL) models is still precluded in those contexts where the amount of supervised data is limited. To answer this issue, active learning strategies aim at minimizing the amount of labelled data required to…

Machine Learning · Computer Science 2023-09-28 Gabriele Ciravegna , Frédéric Precioso , Alessandro Betti , Kevin Mottin , Marco Gori

Clouds gather a vast volume of telemetry from their networked systems which contain valuable information that can help solve many of the problems that continue to plague them. However, it is hard to extract useful information from such raw…

Networking and Internet Architecture · Computer Science 2020-04-28 Behnaz Arzani , Bita Rouhani

The rise of sixth generation (6G) wireless networks promises to deliver ultra-reliable, low-latency, and energy-efficient communications, sensing, and computing. However, traditional centralized artificial intelligence (AI) paradigms are…

Signal Processing · Electrical Eng. & Systems 2026-03-18 Nhan Thanh Nguyen , Mengyuan Ma , Nir Shlezinger , Junil Choi , Yonina C. Eldar , A. Lee Swindlehurst , Markku Juntti

While the adoption of connected vehicles is growing, security and privacy concerns are still the key barriers raised by society. These concerns mandate automakers and standardization groups to propose convenient solutions for privacy…

Cryptography and Security · Computer Science 2020-01-28 Abdelwahab Boualouache , Ridha Soua , Thomas Engel
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