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Machine Learning (ML) can be incredibly valuable to automate anomaly detection and cyber-attack classification, improving the way that Network Intrusion Detection (NID) is performed. However, despite the benefits of ML models, they are…

Cryptography and Security · Computer Science 2024-02-27 João Vitorino , Isabel Praça , Eva Maia

This paper proposes the possibility of integrating Dynamic Knowledge Graph (DKG) with Software-Defined Networking (SDN). This new approach aims to assist the management and control capabilities of the swarm network. The DKG works as a…

Networking and Internet Architecture · Computer Science 2024-12-02 Xuanchi Guo , Anh Le-Tuan , Danh Le-Phuoc

SDN provides a programmable command and control networking system in a multi-tenant cloud network using control and data plane separation. However, separating the control and data planes make it difficult for incorporating some security…

Cryptography and Security · Computer Science 2018-11-05 Ankur Chowdhary , Dijiang Huang , Adel Alshamrani , Abdulhakim Sabur , Myong Kang , Anya Kim , Alexander Velazquez

Enterprise Networks are growing in scale and complexity, with heterogeneous connected assets needing to be secured in different ways. Nevertheless, virtually all connected assets use the Domain Name System (DNS) for address resolution, and…

Cryptography and Security · Computer Science 2022-05-19 Jawad Ahmed

Enterprise networks are becoming increasingly complex, posing challenges for traditional WANs in terms of scalability, management, and operational costs. Software Defined Networking (SDN) and its application in Wide Area Networks (SD-WAN)…

Networking and Internet Architecture · Computer Science 2024-11-13 Chaoran Sun , Milena Radenkovic

The evolution of software defined networking (SDN) has played a significant role in the development of next-generation networks (NGN). SDN as a programmable network having service provisioning on the fly has induced a keen interest both in…

Networking and Internet Architecture · Computer Science 2020-01-29 Sanjeev Singh , Rakesh Kumar Jha

With more and more existing networks being transformed to Software-Defined Networking (SDN), they need to be more secure and demand smarter ways of traffic control. This work, SmartSecChain-SDN, is a platform that combines machine learning…

Cryptography and Security · Computer Science 2025-11-18 Azhar Hussain Mozumder , M. John Basha , Chayapathi A. R

We develop and study new adversarial perturbations that enable an attacker to gain control over decisions in generic Artificial Intelligence (AI) systems including deep learning neural networks. In contrast to adversarial data modification,…

Cryptography and Security · Computer Science 2023-12-07 Ivan Y. Tyukin , Desmond J. Higham , Alexander Bastounis , Eliyas Woldegeorgis , Alexander N. Gorban

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

An important challenge for smart grid security is designing a secure and robust smart grid communications architecture to protect against cyber-threats, such as Denial-of-Service (DoS) attacks, that can adversely impact the operation of the…

Systems and Control · Electrical Eng. & Systems 2024-10-28 Dennis Agnew , Sharon Boamah , Reynold Mathieu , Austin Cooper , Janise McNair , Arturo Bretas

The SYN flood attack is a common attack strategy on the Internet, which tries to overload services with requests leading to a Denial-of-Service (DoS). Highly asymmetric costs for connection setup - putting the main burden on the attackee -…

Networking and Internet Architecture · Computer Science 2020-03-09 Dominik Scholz , Sebastian Gallenmüller , Henning Stubbe , Bassam Jaber , Minoo Rouhi , Georg Carle

Spiking Neural Networks (SNNs) claim to present many advantages in terms of biological plausibility and energy efficiency compared to standard Deep Neural Networks (DNNs). Recent works have shown that DNNs are vulnerable to adversarial…

Machine Learning · Computer Science 2021-01-26 Alberto Marchisio , Giorgio Nanfa , Faiq Khalid , Muhammad Abdullah Hanif , Maurizio Martina , Muhammad Shafique

Software-Defined Networking (SDN) is a novel architectural model for cloud network infrastructure, improving resource utilization, scalability and administration. SDN deployments increasingly rely on virtual switches executing on commodity…

Networking and Internet Architecture · Computer Science 2017-02-15 Nicolae Paladi , Christian Gehrmann

In critical infrastructures, communication networks are used to exchange vital data among elements of Industrial Control Systems (ICSes). Due to the criticality of such systems and the increase of the cybersecurity risks in these contexts,…

Networking and Internet Architecture · Computer Science 2017-01-17 Roberto di Lallo , Federico Griscioli , Gabriele Lospoto , Habib Mostafaei , Maurizio Pizzonia , Massimo Rimondini

Most Software Defined Networks (SDN) traffic engineering applications use excessive and frequent global monitoring in order to find the optimal Quality-of-Service (QoS) paths for the current state of the network. In this work, we present…

Networking and Internet Architecture · Computer Science 2016-02-02 Frederic Francois , Erol Gelenbe

Pre-shared keys (PSK) have been widely used in network security. Nonetheless, existing PSK solutions are not scalable. Moreover, whenever a new user joins a network, PSK requires an existing user to get a new key before they are able to…

Cryptography and Security · Computer Science 2024-11-26 Jie Lin , Hoi-Kwong Lo , Jacob Johannsson , Mattia Montagna , Manfred von Willich

In cloud computing, software-defined network (SDN) gaining more attention due to its advantages in network configuration to improve network performance and network monitoring. SDN addresses an issue of static architecture in traditional…

Software Engineering · Computer Science 2020-04-10 Jnanamurthy H K , Vijay Varadharajan

Knowledge graph embedding (KGE) is a technique for learning continuous embeddings for entities and relations in the knowledge graph.Due to its benefit to a variety of downstream tasks such as knowledge graph completion, question answering…

Machine Learning · Computer Science 2019-06-25 Hengtong Zhang , Tianhang Zheng , Jing Gao , Chenglin Miao , Lu Su , Yaliang Li , Kui Ren

Deep neural networks have significantly advanced person re-identification (ReID) applications in the realm of the industrial internet, yet they remain vulnerable. Thus, it is crucial to study the robustness of ReID systems, as there are…

Computer Vision and Pattern Recognition · Computer Science 2023-12-05 Mingjie Wang , Jianxiong Guo , Sirui Li , Dingwen Xiao , Zhiqing Tang

Blockchain (BC) and Software Defined Networking (SDN) are some of the most prominent emerging technologies in recent research. These technologies provide security, integrity, as well as confidentiality in their respective applications.…

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