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Training Graph Neural Networks (GNN) on large graphs is resource-intensive and time-consuming, mainly due to the large graph data that cannot be fit into the memory of a single machine, but have to be fetched from distributed graph storage…

分布式、并行与集群计算 · 计算机科学 2022-08-23 Ziyue Luo , Yixin Bao , Chuan Wu

Network Function Virtualization (NFV) carries the potential for on-demand deployment of network algorithms in virtual machines (VMs). In large clouds, however, VM resource allocation incurs delays that hinder the dynamic scaling of such NFV…

网络与互联网体系结构 · 计算机科学 2022-02-17 Itamar Cohen , Gil Einziger , Maayan Goldstein , Yaniv Sa'ar , Gabriel Scalosub , Erez Waisbard

We introduce a novel Multimodal Neural Operator (MNO) architecture designed to learn solution operators for multi-parameter nonlinear boundary value problems (BVPs). Traditional neural operators primarily map either the PDE coefficients or…

计算工程、金融与科学 · 计算机科学 2025-07-17 Vamshi C. Madala , Nithin Govindarajan , Shivkumar Chandrasekaran

In Cloud Computing, the tenants opting for the Infrastructure as a Service (IaaS) send the resource requirements to the Cloud Service Provider (CSP) in the form of Virtual Network (VN) consisting of a set of inter-connected Virtual Machines…

分布式、并行与集群计算 · 计算机科学 2021-11-05 Chinmaya Kumar Dehury , Prasan Kumar Sahoo

Virtual Network Embedding (VNE) approaches typically assume static or slowly-changing network topologies, but emerging applications require deployment in mobile environments where traditional methods become insufficient. This work extends…

网络与互联网体系结构 · 计算机科学 2025-12-15 Antoine Bernard , Antoine Legrain , Maroua Ben Attia , Abdo Shabah

We explore the opportunities and design options enabled by novel SDN and NFV technologies, by re-designing a dynamic Content Delivery Network (CDN) service. Our system, named MOSTO, provides performance levels comparable to that of a…

网络与互联网体系结构 · 计算机科学 2017-09-14 Giuseppe Siracusano , Roberto Bifulco , Martino Trevisan , Tobias Jacobs , Simon Kuenzer , Stefano Salsano , Nicola Blefari-Melazzi , Felipe Huici

Virtualization enables the sharing of a same wireless sensor network (WSN) by multiple applications. However, in heterogeneous environments, virtualized wireless sensor networks (VWSN) raises new challenges such as the need for on-the-fly,…

网络与互联网体系结构 · 计算机科学 2017-10-17 Carla Mouradian , Tonmoy Saha , Jagruti Sahoo , Roch Glitho , Monique Morrow , Paul Polakos

The Network Function Virtualization (NFV) is very promising for efficient provisioning of network services and is attracting a lot of attention. NFV can be implemented in commercial off-the-shelf servers or Physical Machines (PMs), and many…

网络与互联网体系结构 · 计算机科学 2018-07-31 Amir Varasteh , Marilet De Andrade , Carmen Mas Machuca , Lena Wosinska , Wolfgang Kellerer

Network Function Virtualization (NFV) on Software-Defined Networks (SDN) can effectively optimize the allocation of Virtual Network Functions (VNFs) and the routing of network flows simultaneously. Nevertheless, most previous studies on NFV…

网络与互联网体系结构 · 计算机科学 2025-10-23 Jian-Jhih Kuo , Shan-Hsiang Shen , Ming-Hong Yang , De-Nian Yang , Ming-Jer Tsai , Wen-Tsuen Chen

Fourier Neural Operator (FNO) is a powerful and popular operator learning method. However, FNO is mainly used in forward prediction, yet a great many applications rely on solving inverse problems. In this paper, we propose an invertible…

机器学习 · 计算机科学 2025-05-07 Da Long , Zhitong Xu , Qiwei Yuan , Yin Yang , Shandian Zhe

This paper proposes a real-time distributed operational architecture to efficiently coordinate intergrated transmission and distribution systems (ITD). At the distribution system level, the distribution system operator (DSO) computes the…

最优化与控制 · 数学 2024-07-08 Xinliang Dai , Yi Guo , Yuning Jiang , Colin N. Jones , Gabriela Hug , Veit Hagenmeyer

Inference over large-scale foundation models within heterogeneous edge environments necessitates a fundamentally reconfigurable orchestration substrate. Static partitioning of model layers presumes temporal stability across compute and…

分布式、并行与集群计算 · 计算机科学 2026-02-09 Aladin Djuhera , Fernando Koch , Alecio Binotto

Service Function Chaining (SFC) is a crucial technology for future Internet. It aims to overcome the limitation of current deployment models which is rigid and static. Application of this technology relies on algorithms that can optimally…

网络与互联网体系结构 · 计算机科学 2016-08-02 Yanghao Xie , Zhixiang Liu , Sheng Wang , Yuxiu Wang

Network Functions Virtualization (NFV) and Software-Defined Networking (SDN) are new paradigms in the move towards open software and network hardware. While NFV aims to virtualize network functions and deploy them into general purpose…

网络与互联网体系结构 · 计算机科学 2018-01-08 Michel S. Bonfim , Kelvin L. Dias , Stenio F. L. Fernandes

Service function chaining (SFC) is promising to implement flexible and scalable virtual network infrastructure for the Internet of Things (IoT). Edge computing is envisioned to be an effective solution to process huge amount of IoT…

网络与互联网体系结构 · 计算机科学 2020-06-16 Jing Liu , Guochu Shou , Qingtian Wang , Yaqiong Liu , Yihong Hu , Zhigang Guo

Softwarization and virtualization are key concepts for emerging industries that require ultra-low latency. This is only possible if computing resources, traditionally centralized at the core of communication networks, are moved closer to…

网络与互联网体系结构 · 计算机科学 2021-11-16 Carlos Ruiz De Mendoza , Bahador Bakhshi , Engin Zeydan , Josep Mangues-Bafalluy

Orchestrating service-oriented workflows is typically based on a design model that routes both data and control through a single point - the centralised workflow engine. This causes scalability problems that include the unnecessary…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Ward Jaradat , Alan Dearle , Adam Barker

Network protocols have historically been developed on an ad-hoc basis, and cloud computing is no exception. A fundamental management protocol, not yet standardized, that cloud providers need to run to support wide-area virtual network…

网络与互联网体系结构 · 计算机科学 2014-03-17 Flavio Esposito , Ibrahim Matta

For NFV systems, the key design space includes the function chaining for network requests and resource scheduling for servers. The problem is challenging since NFV systems usually require multiple (often conflicting) design objectives and…

网络与互联网体系结构 · 计算机科学 2020-08-05 Xi Huang , Simeng Bian , Xin Gao , Weijie Wu , Ziyu Shao , Yang Yang , John C. S. Lui

Management of network resources in advanced IoT applications is a challenging topic due to their distributed nature from the Edge to the Cloud, and the heavy demand of real-time data from many sources to take action in the deployment.…

网络与互联网体系结构 · 计算机科学 2023-12-15 Juan José López Escobar , Manuel Ricardo , Rui Campos , Felipe Gil-Castiñeira , Rebeca P. Díaz-Redondo