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In this work, we introduce SplitNN-driven Vertical Partitioning, a configuration of a distributed deep learning method called SplitNN to facilitate learning from vertically distributed features. SplitNN does not share raw data or model…

Machine Learning · Computer Science 2020-08-11 Iker Ceballos , Vivek Sharma , Eduardo Mugica , Abhishek Singh , Alberto Roman , Praneeth Vepakomma , Ramesh Raskar

Recently released 5G networks empower the novel Network Slicing concept. %which enables novel business models; Network slicing introduces new business models such as allowing telecom providers to lease a virtualized slice of their…

Information Theory · Computer Science 2019-01-17 Vincenzo Sciancalepore , Marco Di Renzo , Xavier Costa-Perez

Information-centric networking (ICN) proposes to redesign the Internet by replacing its host centric design with an information centric one, by establishing communication at the naming level, with the receiver side acting as the driving…

Networking and Internet Architecture · Computer Science 2014-06-30 Aytac Azgin , Ravishankar Ravindran , Guoqiang Wang

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

In this paper, we mainly investigate an integrated system operating under a software defined network (SDN) protocol. SDN is a new networking paradigm in which network intelligence is centrally administered and data is communicated via…

Optimization and Control · Mathematics 2018-12-04 Cheng Tan , Wing Shing Wong , Huanshui Zhang

Software Defined Networking (SDN) paradigm has the benefits of programmable network elements by separating the control and the forwarding planes, efficiency through optimized routing and flexibility in network management. As the energy…

Networking and Internet Architecture · Computer Science 2019-07-31 Beakal Gizachew Assefa , Öznur Özkasap

Early programming languages for software-defined networking (SDN) were built on top of the simple match-action paradigm offered by OpenFlow 1.0. However, emerging hardware and software switches offer much more sophisticated support for…

Networking and Internet Architecture · Computer Science 2016-07-06 Mina Tahmasbi Arashloo , Yaron Koral , Michael Greenberg , Jennifer Rexford , David Walker

In this work, we propose online traffic engineering as a novel approach to detect and mitigate an emerging class of stealthy Denial of Service (DoS) link-flooding attacks. Our approach exploits the Software Defined Networking (SDN)…

Networking and Internet Architecture · Computer Science 2014-12-08 Dimitrios Gkounis , Vasileios Kotronis , Xenofontas Dimitropoulos

The sharing of mobile network infrastructure has become a key topic with the introduction of 5G due to the high costs of deploying such infrastructures, with neutral host models coupled with features such as network function virtualization…

Networking and Internet Architecture · Computer Science 2024-11-26 Joao P. Ferreira , Vinicius C. Ferreira , Sergio L. Nogueira , Joao M. Faria , Jose A. Afonso

Enabling high-definition (HD)-map-assisted cooperative driving among autonomous vehicles (AVs) to improve the navigation safety faces technical challenges due to increased communication traffic volume for data dissemination and increased…

Networking and Internet Architecture · Computer Science 2018-09-25 Haixia Peng , Qiang Ye , Xuemin Shen

Software-Defined Data Centers (SDDC) extend virtualization, software-defined networking and systems, and middleboxes to provide a better quality of service (QoS). While many network flow routing algorithms exist, most of them fail to adapt…

Networking and Internet Architecture · Computer Science 2015-12-31 Pradeeban Kathiravelu , Luís Veiga

In existing mobile network systems, the data plane (DP) is mainly considered a pipeline consisting of network elements end-to-end forwarding user data traffics. With the rapid maturity of programmable network devices, however, mobile…

Networking and Internet Architecture · Computer Science 2022-11-15 Jia He , Huanzhuo Wu , Xun Xiao , Riccardo Bassoli , Frank H. P. Fitzek

To meet the surging demand of increasing mobile Internet traffic from diverse applications while maintaining moderate energy cost, the radio access network (RAN) of cellular systems needs to take a green path into the future, and the key…

Networking and Internet Architecture · Computer Science 2016-01-18 Sheng Zhou , Tao Zhao , Zhisheng Niu , Shidong Zhou

Reliable and secure communication is essential for mission-critical aerospace and defence operations involving autonomous platforms such as Unmanned Aerial Vehicles (UAVs), satellites, and ground control systems. In contested or dynamic…

Systems and Control · Electrical Eng. & Systems 2026-04-29 Dhrumil Bhatt , Anakha Kurup

This paper presents the design of scalable quantum networks that utilize optical switches to interconnect multiple quantum processors, facilitating large-scale quantum computing. By leveraging these novel architectures, we aim to address…

Software-defined networking (SDN) is an architecture that aims to make networks fast and flexible. SDN's goal is to improve network control by enabling service providers as well as enterprises to respond quickly to changing business needs.…

Networking and Internet Architecture · Computer Science 2022-11-30 Shreya Rajkumar

The emerging Software Defined Networking (SDN) paradigm separates the data plane from the control plane and centralizes network control in an SDN controller. Applications interact with controllers to implement network services, such as…

Networking and Internet Architecture · Computer Science 2016-11-29 Akhilesh Thyagaturu , Anu Mercian , Michael P. McGarry , Martin Reisslein , Wolfgang Kellerer

We present a new open-source cosmological code, called SWIFT, designed to solve the equations of hydrodynamics using a particle-based approach (Smooth Particle Hydrodynamics) on hybrid shared/distributed-memory architectures. SWIFT was…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-03 Matthieu Schaller , Pedro Gonnet , Aidan B. G. Chalk , Peter W. Draper

In split machine learning (ML), different partitions of a neural network (NN) are executed by different computing nodes, requiring a large amount of communication cost. To ease communication burden, over-the-air computation (OAC) can…

Machine Learning · Computer Science 2022-12-13 Yuzhi Yang , Zhaoyang Zhang , Yuqing Tian , Zhaohui Yang , Chongwen Huang , Caijun Zhong , Kai-Kit Wong

Information and Communication Technology (ICT) infrastructures play a key role in the evolution from traditional power systems to Smart Grids. Increasingly fluctuating power flows, sparked by the transition towards sustainable energy…

Networking and Internet Architecture · Computer Science 2018-10-19 Nils Dorsch , Fabian Kurtz , Christian Wietfeld
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