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Quantum annealing has emerged as a promising approach for solving NP-hard optimization problems, leveraging quantum phenomena such as quantum tunneling to navigate complex energy landscapes. However, the extent to which quantum tunneling…

量子物理 · 物理学 2026-03-02 Vishwajeet Ohal , Pierre Boulanger

Active user detection in a non-orthogonal multiple access (NOMA) network is a major challenge for 5G/6G applications. However, classical algorithms that can perform this task suffer either from complexity or reduced performances. This work…

信号处理 · 电气工程与系统科学 2024-08-01 Romain Piron , Claire Goursaud

Management and orchestration (MANO) of resources by virtual network functions (VNFs) represents one of the key challenges towards a fully virtualized network architecture as envisaged by 5G standards. Current threshold-based policies…

信息论 · 计算机科学 2019-10-24 Joan S Pujol Roig , David M. Gutierrez-Estevez , Deniz Gündüz

In this paper, a novel Deep Q-Network (DQN) based scheduling method to optimize delay time and fairness among entanglement requests in quantum repeater networks is proposed. The scheduling of requests determines which pairs of end nodes…

量子物理 · 物理学 2025-05-20 Gongyu Ni , Lester Ho , Holger Claussen

In this paper, the multicommodity network flow (MCNF) problem is formulated as a mixed integer programing model which is known as NP-hard, aiming to optimize the vehicle routing and minimize the total travel cost. We explore the potential…

最优化与控制 · 数学 2024-02-08 Niu Chence , Purvi Rastogi , Jaikishan Soman , Kausik Tamuli , Vinayak V. Dixit

Network Functions Virtualization (NFV) in Software Defined Networks (SDN) emerged as a new technology for creating virtual instances for smooth execution of multiple applications. Their amalgamation provides flexible and programmable…

网络与互联网体系结构 · 计算机科学 2019-03-26 Kuljeet Kaur , Sahil Garg , Georges Kaddoum , François Gagnon , Neeraj Kumar , Syed Hassan Ahmed

Using Quantum Computers to solve problems in Recommender Systems that classical computers cannot address is a worthwhile research topic. In this paper, we use Quantum Annealers to address the feature selection problem in recommendation…

信息检索 · 计算机科学 2024-07-04 Jiayang Niu , Jie Li , Ke Deng , Yongli Ren

Network Function Virtualization (NFV) enables the "softwarization" of network functions, which are implemented on virtual machines hosted on Commercial off-the-shelf (COTS) servers. Both the composition of the virtual network functions…

信息论 · 计算机科学 2017-04-25 Jinkyu Kang , Osvaldo Simeone , Joonhyuk Kang

5G radio access network (RAN) with network slicing methodology plays a key role in the development of the next-generation network system. RAN slicing focuses on splitting the substrate's resources into a set of self-contained programmable…

网络与互联网体系结构 · 计算机科学 2022-07-26 Tu N. Nguyen , Kashyab J. Ambarani , My T. Thai

Quantum networks are considered as a promising future platform for quantum information exchange and quantum applications, which have capabilities far beyond the traditional communication networks. Remote quantum entanglement is an essential…

网络与互联网体系结构 · 计算机科学 2022-06-01 Yiming Zeng , Jiarui Zhang , Ji Liu , Zhenhua Liu , Yuanyuan Yang

Resource allocation of wide-area internet networks is inherently a combinatorial optimization problem that if solved quickly, could provide near real-time adaptive control of internet-protocol traffic ensuring increased network efficacy and…

量子物理 · 物理学 2024-05-21 Arthur Witt , Jangho Kim , Christopher Körber , Thomas Luu

Quantum Annealing (QA) uses quantum fluctuations to search for a global minimum of an optimization-type problem faster than classical computers. To meet the demand for future internet traffic and mitigate the spectrum scarcity, this work…

信息论 · 计算机科学 2023-01-11 Eldar Gabdulsattarov , Khaled Rabie , Xingwang Li , Galymzhan Nauryzbayev

Quantum Internetworking is a recent field that promises numerous interesting applications, many of which require the distribution of entanglement between arbitrary pairs of users. This work deals with the problem of scheduling in an…

量子物理 · 物理学 2024-05-29 Paolo Fittipaldi , Anastasios Giovanidis , Frédéric Grosshans

Computer Vision (CV) labelling algorithms play a pivotal role in the domain of low-level vision. For decades, it has been known that these problems can be elegantly formulated as discrete energy minimization problems derived from…

量子物理 · 物理学 2023-12-21 Shahrokh Heidari , Michael J. Dinneen , Patrice Delmas

Network function Virtualization (NFV) and Mobile Edge Computing (MEC) are promising 5G technologies to support resource-demanding mobile applications. In NFV, one must process the service function chain (SFC) in which a set of network…

分布式、并行与集群计算 · 计算机科学 2020-03-31 Phuong-Duy Nguyen , Long Bao Le

In this paper, we propose a novel joint intelligent trajectory design and resource allocation algorithm based on user's mobility and their requested services for unmanned aerial vehicles (UAVs) assisted networks, where UAVs act as nodes of…

网络与互联网体系结构 · 计算机科学 2021-05-24 Mohsen Pourghasemian , Mohammad Reza Abedi , Shima Salarhosseini , Nader Mokari , Mohammad Reza Javan , Eduard A. Jorswieck

This work proposes a new algorithm to mitigate model generalization loss in Vertical Federated Learning (VFL) operating under client reliability constraints within 5G Core Networks (CNs). Recently studied and endorsed by 3GPP, VFL enables…

机器学习 · 计算机科学 2025-06-24 Mohamad Mestoukirdi , Mourad Khanfouci

Network Function Virtualization (NFV) refers to the use of commodity hardware resources as the basic platform to perform specialized network functions as opposed to specialized hardware devices. Currently, NFV is mainly implemented based on…

网络与互联网体系结构 · 计算机科学 2014-06-03 Christoforos Kachris , Georgios Sirakoulis , Dimitrios Soudris

One of the most well-known problems in transportation and logistics is the Capacitated Vehicle Routing Problem (CVRP). It involves optimizing a set of truck routes to service a set of customers, subject to limits on truck capacity, to…

Network Functions Virtualization (NFV) is a promising network architecture where network functions are virtualized and decoupled from proprietary hardware. In modern datacenters, user network traffic requires a set of Virtual Network…

网络与互联网体系结构 · 计算机科学 2018-07-27 Farzad Tashtarian , Amir Varasteh , Ahmadreza Montazerolghaem , Wolfgang Kellerer