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In long-term deployments of sensor networks, monitoring the quality of gathered data is a critical issue. Over the time of deployment, sensors are exposed to harsh conditions, causing some of them to fail or to deliver less accurate data.…

Neural and Evolutionary Computing · Computer Science 2009-12-05 Oliver Obst

Machine learning models are notoriously difficult to interpret and debug. This is particularly true of neural networks. In this work, we introduce automated software testing techniques for neural networks that are well-suited to discovering…

Machine Learning · Statistics 2018-07-31 Augustus Odena , Ian Goodfellow

Software Defined Network (SDN) is an emerging network paradigm which provides a centralized view of the network by decoupling the network control plane from the data plane. This strategy of maintaining a global view of the network optimizes…

Networking and Internet Architecture · Computer Science 2019-05-14 Abha Kumari , Ashok Singh Sairam

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

Scalability of the control plane in a software-defined network (SDN) is enabled by means of decentralization of the decision-making logic, i.e., by replication of controller functions to physically or virtually dislocated controller…

Networking and Internet Architecture · Computer Science 2019-02-08 Ermin Sakic , Wolfgang Kellerer

As one of the most successful and effective software testing techniques in recent years, fuzz testing has uncovered numerous bugs and vulnerabilities in modern software, including network protocol software. In contrast to other fuzzing…

Networking and Internet Architecture · Computer Science 2024-02-28 Shihao Jiang , Yu Zhang , Junqiang Li , Hongfang Yu , Long Luo , Gang Sun

We present a coverage-guided testing algorithm for distributed systems implementations. Our main innovation is the use of an abstract formal model of the system that is used to define coverage. Such abstract models are frequently developed…

Software Engineering · Computer Science 2025-09-03 Ege Berkay Gulcan , Burcu Kulahcioglu Ozkan , Rupak Majumdar , Srinidhi Nagendra

With the advent of Software Defined Networks (SDNs), there has been a rapid advancement in the area of cloud computing. It is now scalable, cheaper, and easier to manage. However, SDNs are more prone to security vulnerabilities as compared…

Cryptography and Security · Computer Science 2019-10-03 Mahmoud Said Elsayed , Nhien-An Le-Khac , Soumyabrata Dev , Anca Delia Jurcut

Self supervised learning (SSL) has become a very successful technique to harness the power of unlabeled data, with no annotation effort. A number of developed approaches are evolving with the goal of outperforming supervised alternatives,…

Computer Vision and Pattern Recognition · Computer Science 2022-10-31 Salman Mohamadi , Gianfranco Doretto , Donald A. Adjeroh

Two emerging architectural paradigms, i.e., Software Defined Networking (SDN) and Network Function Virtualization (NFV), enable the deployment and management of Service Function Chains (SFCs). A SFC is an ordered sequence of abstract…

Cryptography and Security · Computer Science 2017-10-11 L. Durante , L. Seno , F. Valenza , A. Valenzano

Software Defined Network (SDN) is the next generation network that decouples the control plane from the data plane of forwarding devices by utilizing the OpenFlow protocol as a communication link between the data plane and the control…

Networking and Internet Architecture · Computer Science 2022-06-30 MD Samiul Islam , Mojammel Hossain , Mohammed AlMukhtar

Testing a program's capability to effectively handling errors is a significant challenge, given that program errors are relatively uncommon. To solve this, Software Fault Injection (SFI)-based fuzzing integrates SFI and traditional fuzzing,…

Cryptography and Security · Computer Science 2024-07-08 Jin Wei , Ping Chen , Jun Dai , Xiaoyan Sun , Zhihao Zhang , Chang Xu , Yi Wanga

Recently, edge computing has emerged as a promising paradigm to support mobile access in IoT multinetworks. However, coexistence of heterogeneous wireless communication schemes brings about new challenges to the mobility management and…

Networking and Internet Architecture · Computer Science 2021-04-07 Di Wu , Xiang Nie , Hanhui Deng , Zhijin Qin

The short-term adoption of opportunistic networks (OppNet) depends on improving the current performance of this type of network. Software-Defined Networks (SDN) architecture is used by Internet applications with high resource demand. SDN…

Networking and Internet Architecture · Computer Science 2020-01-16 Mari Carmen de Toro , Carlos Borrego

Software Defined Networking or SDN is an architectural approach to managing the network where the control and forwarding are different planes that are controlled through an application interface.

Networking and Internet Architecture · Computer Science 2025-02-05 Amer T. Ali , Qutaiba I. Ali

Security vulnerabilities play a vital role in network security system. Fuzzing technology is widely used as a vulnerability discovery technology to reduce damage in advance. However, traditional fuzzing techniques have many challenges, such…

Cryptography and Security · Computer Science 2020-08-20 Yan Wang , Peng Jia , Luping Liu , Jiayong Liu

The adoption of Software Defined Networking (SDN) within traditional networks has provided operators the ability to manage diverse resources and easily reconfigure networks as requirements change. Recent research has extended this concept…

Networking and Internet Architecture · Computer Science 2019-05-30 Michael Baddeley , Usman Raza , Aleksandar Stanoev , George Oikonomou , Reza Nejabati , Mahesh Sooriyabandara , Dimitra Simeonidou

In recent years, fuzz testing has benefited from increased computational power and important algorithmic advances, leading to systems that have discovered many critical bugs and vulnerabilities in production software. Despite these…

Cryptography and Security · Computer Science 2022-05-31 Anastasios Andronidis , Cristian Cadar

The importance of cloud computing has grown over the last years, which resulted in a significant increase of Data Center (DC) network requirements. Virtualisation is one of the key drivers of that transformation and enables a massive…

Cryptography and Security · Computer Science 2023-04-13 Igor Ivkić , Dominik Thiede , Nicholas Race , Matthew Broadbent , Antonios Gouglidis

Operators perceive programmable networks brought by Software Defined Networks (SDN) as cornerstone to decrease the time to deploy new services, to augment the flexibility and to adapt network resources to customer needs at runtime. However,…

Networking and Internet Architecture · Computer Science 2015-07-13 José Sánchez , Imen Grida Ben Yahia , Noël Crespi