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While there exist many isolation mechanisms that are available to cloud service providers, including virtual machines, containers, etc., the problem of side-channel increases in importance as a remaining security vulnerability, particularly…

Cryptography and Security · Computer Science 2017-09-01 Read Sprabery , Konstantin Evchenko , Abhilash Raj , Rakesh B. Bobba , Sibin Mohan , Roy H. Campbell

In modern server CPUs, last-level cache (LLC) is a critical hardware resource that exerts significant influence on the performance of the workloads, and how to manage LLC is a key to the performance isolation and QoS in the cloud with…

Hardware Architecture · Computer Science 2021-03-05 Yifan Yuan , Mohammad Alian , Yipeng Wang , Ilia Kurakin , Ren Wang , Charlie Tai , Nam Sung Kim

By placing computation resources within a one-hop wireless topology, the recent edge computing paradigm is a key enabler of real-time Internet of Things (IoT) applications. In the context of IoT scenarios where the same information from a…

Networking and Internet Architecture · Computer Science 2018-05-09 Sabur Baidya , Yan Chen , Marco Levorato

With high capacity air interfaces and large numbers of small cells, backhaul -- the wired connectivity to base stations -- is increasingly becoming the cost driver in cellular wireless networks. One reason for the high cost of backhaul is…

Networking and Internet Architecture · Computer Science 2013-05-07 Russell Ford , Changkyu Kim , Sundeep Rangan

Optimizing tail latency while efficiently managing computational resources is crucial for delivering high-performance, latency-sensitive services in edge computing. Emerging applications, such as augmented reality, require low-latency…

Machine Learning · Computer Science 2024-10-23 Jyoti Shokhanda , Utkarsh Pal , Aman Kumar , Soumi Chattopadhyay , Arani Bhattacharya

Virtual topologies in peer-to-peer networks can reduce the traffic consumed by altering the logical connectivity of peers without altering the underlying network. However, such sparsely connected virtual topologies do not focus on the needs…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-05 Purboday Ghosh , Shashank Shekhar , Yashen Lin , Ulrich Muenz , Gabor Karsai

Edge computing is a promising computing paradigm for pushing the cloud service to the network edge. To this end, edge infrastructure providers (EIPs) need to bring computation and storage resources to the network edge and allow edge service…

Networking and Internet Architecture · Computer Science 2020-03-30 Xiaofeng Cao , Guoming Tang , Deke Guo , Yan Li , Weiming Zhang

In the present-day, distributed applications are commonly spread across multiple datacenters, reaching out to edge and fog computing locations. The transition away from single datacenter hosting is driven by capacity constraints in…

Networking and Internet Architecture · Computer Science 2024-06-19 Berta Serracanta , Alberto Rodriguez-Natal , Fabio Maino , Albert Cabellos

Efficient virtualization of CPU and memory is standardized and mature. Capabilities such as Intel VT-x [3] have been added by manufacturers for efficient hypervisor support. In contrast, virtualization of a block device and its presentation…

Networking and Internet Architecture · Computer Science 2024-09-05 Vojtech Aschenbrenner , John Shawger , Sadman Sakib

Cloud deployments now increasingly provision FPGA accelerators as part of virtual instances. While FPGAs are still essentially single-tenant, the growing demand for hardware acceleration will inevitably lead to the need for methods and…

Hardware Architecture · Computer Science 2020-06-16 Joel Mandebi Mbongue , Alex Shuping , Pankaj Bhowmik , Christophe Bobda

Serverless providers strive for high resource utilization by optimizing deployment density: how many applications can be deployed per host server. However, achieving high deployment density without compromising application performance or…

Operating Systems · Computer Science 2026-04-14 Carlos Segarra , Pedro Henrique Penna , Enrique Saurez , Íñigo Goiri , Peter Pietzuch , Shan Lu , Rodrigo Fonseca

Data center networks leverage multiple parallel paths connecting end host pairs to offer high bisection bandwidth for cluster computing applications. However, state of the art distributed multi-pathing protocols such as Equal Cost Multipath…

Networking and Internet Architecture · Computer Science 2013-07-30 Wenzhi Cui , Chen Qian

DNN models across many domains continue to grow in size, resulting in high resource requirements for effective training, and unpalatable (and often unaffordable) costs for organizations and research labs across scales. This paper aims to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-27 John Thorpe , Pengzhan Zhao , Jonathan Eyolfson , Yifan Qiao , Zhihao Jia , Minjia Zhang , Ravi Netravali , Guoqing Harry Xu

Nowadays, most telecommunication services adhere to the Service Function Chain (SFC) paradigm, where network functions are implemented via software. In particular, container virtualization is becoming a popular approach to deploy network…

Networking and Internet Architecture · Computer Science 2022-08-29 Luigi De Simone , Mario Di Mauro , Roberto Natella , Fabio Postiglione

This thesis proposes techniques aiming to make blockchain technologies and smart contract platforms practical by improving their scalability, latency, and privacy. This thesis starts by presenting the design and implementation of…

Cryptography and Security · Computer Science 2021-02-25 Alberto Sonnino

Federated learning (FL) is a general principle for decentralized clients to train a server model collectively without sharing local data. FL is a promising framework with practical applications, but its standard training paradigm requires…

Machine Learning · Computer Science 2024-07-23 Haozhe Feng , Tianyu Pang , Chao Du , Wei Chen , Shuicheng Yan , Min Lin

Direct-attached accelerators, where application accelerators are directly connected to the datacenter network via a hardware network stack, offer substantial benefits in terms of reduced latency, CPU overhead, and energy use. However, a key…

Hardware Architecture · Computer Science 2025-07-15 Katie Lim , Matthew Giordano , Theano Stavrinos , Irene Zhang , Jacob Nelson , Baris Kasikci , Tom Anderson

Serverless computing provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

Federated Learning (FL) enables clients to share learning parameters instead of local data, reducing communication overhead. Traditional wireless networks face latency challenges with FL. In contrast, Cell-Free Massive MIMO (CFmMIMO) can…

Machine Learning · Computer Science 2024-12-31 Afsaneh Mahmoudi , Ming Xiao , Emil Björnson

In cloud storage, the digital data is stored in logical storage pools, backed by heterogeneous physical storage media and computing infrastructure that are managed by a Cloud Service Provider (CSP). To balance the tradeoff between service…

Networking and Internet Architecture · Computer Science 2017-11-03 Yang Zhang , Arnob Ghosh , Vaneet Aggarwal , Tian Lan
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