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Modeling network traffic is gaining importance in order to counter modern threats of ever increasing sophistication. It is though surprisingly difficult and costly to construct reliable classifiers on top of telemetry data due to the…

密码学与安全 · 计算机科学 2017-03-09 Tomas Pevny , Petr Somol

Switching, routing, and security functions are the backbone of packet processing networks. Fast and efficient processing of packets requires maintaining the state of a large number of transient network connections. In particular, modern…

网络与互联网体系结构 · 计算机科学 2023-05-05 Luke McHale , Paul V Gratz , Alex Sprintson

Recognizing the type of connected devices to a network helps to perform security policies. In smart grids, identifying massive number of grid metering terminals based on network traffic analysis is almost blank and existing research has not…

网络与互联网体系结构 · 计算机科学 2022-04-19 Lingzi Kong , Daoqi Han , Junmei Ding , Mingrui Fan , Yueming Lu

Large Language Model (LLM) workloads have distinct prefill and decode phases with different compute and memory requirements which should ideally be accounted for when scheduling input queries across different LLM instances in a cluster.…

Forwarding data by name has been assumed to be a necessary aspect of an information-centric redesign of the current Internet architecture that makes content access, dissemination, and storage more efficient. The Named Data Networking (NDN)…

网络与互联网体系结构 · 计算机科学 2017-04-24 J. J. Garcia-Luna-Aceves

Subspace identification (SID) has been widely used in system identification and control fields since it can estimate system models only relying on the input and output data by reliable numerical operations such as singular value…

系统与控制 · 电气工程与系统科学 2021-12-30 Runze Gao , Yuanqing Xia , Guan Wang , Liwen Yang , Yufeng Zhan

Load balancing at transport layer is an important function in data centers, content delivery networks, and mobile networks, where per-connection consistency (PCC) has to be met for optimal performance. Cloud-native L4 load balancers are…

网络与互联网体系结构 · 计算机科学 2020-03-27 Ashkan Aghdai , Michael I. -C. Wang , Yang Xu , Charles H. -P. Wen , H. Jonathan Chao

With the growing amount of data, data processing workloads and the management of their resource usage becomes increasingly important. Since managing a dedicated infrastructure is in many situations infeasible or uneconomical, users…

分布式、并行与集群计算 · 计算机科学 2022-01-19 Dominik Scheinert , Alireza Alamgiralem , Jonathan Bader , Jonathan Will , Thorsten Wittkopp , Lauritz Thamsen

A computational workflow, also known as workflow, consists of tasks that must be executed in a specific order to attain a specific goal. Often, in fields such as biology, chemistry, physics, and data science, among others, these workflows…

分布式、并行与集群计算 · 计算机科学 2024-06-14 George Papadimitriou , Hongwei Jin , Cong Wang , Rajiv Mayani , Krishnan Raghavan , Anirban Mandal , Prasanna Balaprakash , Ewa Deelman

Database platform-as-a-service (dbPaaS) is developing rapidly and a large number of databases have been migrated to run on the Clouds for the low cost and flexibility. Emerging Clouds rely on the tenants to provide the resource…

分布式、并行与集群计算 · 计算机科学 2019-12-30 Ningxin Zheng , Quan Chen , Yong Yang , Wei Zhang , Jin Li , Wenli Zheng , Minyi Guo

Low-level embedded systems are used to control cyber-phyiscal systems in industrial and autonomous applications. They need to meet hard real-time requirements as unanticipated controller delays on moving machines can have devastating…

网络与互联网体系结构 · 计算机科学 2022-01-04 Ilja Behnke , Philipp Wiesner , Robert Danicki , Lauritz Thamsen

The exponential growth of data traffic and the increasing complexity of networked applications demand effective solutions capable of passively inspecting and analysing the network traffic for monitoring and security purposes. Implementing…

网络与互联网体系结构 · 计算机科学 2024-07-24 Luca Deri , Alfredo Cardigliano , Francesco Fusco

Data exchange through mobile devices is rapidly increasing due to the high information demands of today's applications. The need for monitoring the exchanged traffic becomes important in order to control and optimize the device and network…

网络与互联网体系结构 · 计算机科学 2024-06-27 Kyriazis Kokkinos , Ioannis Polymenidis , Ilias Siniosoglou , Athanasios Liatifis , Panagiotis Sarigiannidis

A fundamental challenge in large-scale networked systems viz., data centers and cloud networks is to distribute tasks to a pool of servers, using minimal instantaneous state information, while providing excellent delay performance. In this…

概率论 · 数学 2018-09-07 Debankur Mukherjee

With the increasing popularity of cloud computing, datacenters are becoming more important than ever before. A typical datacenter typically consists of a large number of homogeneous or heterogeneous servers connected by networks.…

分布式、并行与集群计算 · 计算机科学 2014-05-15 Aftab Ahmed Chandio , Zhibin Yu , Feroz Shah Syed , Imtiaz Ali Korejo

For the first time, this paper systematically identifies three categories of throughput oriented workloads in data centers: services, data processing applications, and interactive real-time applications, whose targets are to increase the…

分布式、并行与集群计算 · 计算机科学 2016-11-18 Jianfeng Zhan , Lixin Zhang , Ninghui Sun , Lei Wang , Zhen Jia , Chunjie Luo

Non-intrusive load monitoring (NILM) is an advanced load monitoring technique that uses data-driven algorithms to disaggregate the total power consumption of a household into the consumption of individual appliances. However, real-world…

机器学习 · 计算机科学 2025-11-18 Sahar Moghimian Hoosh , Ilia Kamyshev , Henni Ouerdane

SmartNICs are touted as an attractive substrate for network application offloading, offering benefits in programmability, host resource saving, and energy efficiency. The current usage restricts offloading to local hosts and confines…

网络与互联网体系结构 · 计算机科学 2024-08-01 Qiang Su , Shaofeng Wu , Zhixiong Niu , Ran Shu , Peng Cheng , Yongqiang Xiong , Zaoxing Liu , Hong Xu

Serverless computing has emerged as a pivotal paradigm for deploying Deep Learning (DL) models, offering automatic scaling and cost efficiency. However, the inherent cold start problem in serverless ML inference systems, particularly the…

分布式、并行与集群计算 · 计算机科学 2025-07-01 Z. Wu , Y. Deng , J. Hu , L. Cui , Z. Zhang , L. Zeng , G. Min

In this article we look at the potential of cloud containers and we provide some guidelines for companies and organisations that are starting to look at how to migrate their legacy infrastructure to something modern, reliable and scalable.…

分布式、并行与集群计算 · 计算机科学 2021-11-04 Damiano Perri , Marco Simonetti , Sergio Tasso , Federico Ragni , Osvaldo Gervasi