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Mobile edge clouds (MECs) bring the benefits of the cloud closer to the user, by installing small cloud infrastructures at the network edge. This enables a new breed of real-time applications, such as instantaneous object recognition and…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-09-25 Andrew Machen , Shiqiang Wang , Kin K. Leung , Bong Jun Ko , Theodoros Salonidis

The increasing deployment of deep neural networks (DNNs) in cyber-physical systems (CPS) enhances perception fidelity, but imposes substantial computational demands on execution platforms, posing challenges to real-time control deadlines.…

Machine Learning · Computer Science 2026-05-04 Pragya Sharma , Hang Qiu , Mani Srivastava

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-03 Chinkit Patel , Kee Siong Ng

The widespread adoption of large language models (LLMs) has created a pressing need for an efficient, secure and private serving infrastructure, which allows researchers to run open source or custom fine-tuned LLMs and ensures users that…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-05 Ali Doosthosseini , Jonathan Decker , Hendrik Nolte , Julian M. Kunkel

It is commonly assumed that the end-to-end networking performance of edge offloading is purely dictated by that of the network connectivity between end devices and edge computing facilities, where ongoing innovation in 5G/6G networking can…

Performance · Computer Science 2023-07-11 Walid A. Hanafy , Limin Wang , Hyunseok Chang , Sarit Mukherjee , T. V. Lakshman , Prashant Shenoy

Serverless computing promises enhanced resource efficiency and lower user costs, yet is burdened by a heavyweight, CPU-bound data plane. Prior efforts exploiting shared memory reduce overhead locally but fall short when scaling across…

Networking and Internet Architecture · Computer Science 2025-05-19 Shixiong Qi , Songyu Zhang , K. K. Ramakrishnan , Diman Z. Tootaghaj , Hardik Soni , Puneet Sharma

We propose a simple protocol for Service Mesh management. The protocol specification consists of the formats of messages, and the actions taken by senders and recipients. The idea is that microservices of Cloud-Native Application should be…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-16 Stanislaw Ambroszkiewicz , Waldemar Bartyna

Zero Trust security model permits to secure cloud native applications while encrypting all network communication, authenticating, and authorizing every request. The service mesh can enable Zero Trust using a side-car proxy without changes…

Cryptography and Security · Computer Science 2021-05-07 Simone Rodigari , Donna O'Shea , Pat McCarthy , Martin McCarry , Sean McSweeney

Centralized cloud computing with 100+ milliseconds network latencies cannot meet the tens of milliseconds to sub-millisecond response times required for emerging 5G applications like autonomous driving, smart manufacturing, tactile…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-06 Kunal Rao , Giuseppe Coviello , Wang-Pin Hsiung , Srimat Chakradhar

While prior researches focus on CPU-based microservices, they are not applicable for GPU-based microservices due to the different contention patterns. It is challenging to optimize the resource utilization while guaranteeing the QoS for GPU…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-06 Wei Zhang , Quan Chen , Kaihua Fu , Ningxin Zheng , Zhiyi Huang , Jingwen Leng , Chao Li , Wenli Zheng , Minyi Guo

Metadata hotspots remain one of the key obstacles to scalable Input/Output (I/O) in both High-Performance Computing (HPC) and cloud-scale storage environments. Situations such as job start-ups, checkpoint storms, or heavily skewed namespace…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-25 Sangam Ghimire , Nigam Niraula , Nirjal Bhurtel , Paribartan Timalsina , Bishal Neupane , James Bhattarai , Sudan Jha

The concept of multi-access edge computing (MEC) has been recently introduced to supplement cloud computing by deploying MEC servers to the network edge so as to reduce the network delay and alleviate the load on cloud data centers.…

Networking and Internet Architecture · Computer Science 2018-04-02 Anselme Ndikumana , Nguyen H. Tran , Tai Manh Ho , Zhu Han , Walid Saad , Dusit Niyato , Choong Seon Hong

In the edge-cloud continuum, datacenters provide microservices (MSs) to mobile users, with each MS having specific latency constraints and computational requirements. Deploying such a variety of MSs matching their requirements with the…

Networking and Internet Architecture · Computer Science 2023-05-02 Itamar Cohen , Paolo Giaccone , Carla Fabiana Chiasserini

We consider the problem of designing a packet-level congestion control and scheduling policy for datacenter networks. Current datacenter networks primarily inherit the principles that went into the design of Internet, where congestion…

Networking and Internet Architecture · Computer Science 2017-10-10 Devavrat Shah , Qiaomin Xie

Pervasive computing promotes the integration of smart electronic devices in our living and working spaces to provide advanced services. Recently, two major evolutions are changing the way pervasive applications are developed. The first…

Software Engineering · Computer Science 2024-12-03 Philippe Lalanda , German Vega , Denis Morand

Driven by great demands on low-latency services of the edge devices (EDs), mobile edge computing (MEC) has been proposed to enable the computing capacities at the edge of the radio access network. However, conventional MEC servers suffer…

Signal Processing · Electrical Eng. & Systems 2019-01-29 Pengfei Wang , Zijie Zheng , Boya Di , Lingyang Song

Far-memory systems, where applications store less-active data in more energy-efficient memory media, are increasingly adopted by data centers. However, applications are bottlenecked by on-demand data fetching from far- to local-memory. We…

Operating Systems · Computer Science 2025-10-07 Yutong Huang , Zhiyuan Guo , Yiying Zhang

Serving machine learning inference workloads on the cloud is still a challenging task on the production level. Optimal configuration of the inference workload to meet SLA requirements while optimizing the infrastructure costs is highly…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-24 Nima Mahmoudi , Hamzeh Khazaei

Today's datacenters face important challenges for providing low-latency high-quality interactive services to meet user's expectation. For improving the application throughput, recent research works have embedded application deadline…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-02-04 Ming-Hung Chen , Shi-Chen Wang , Cheng-Fu Chou

A microservice-based application is composed of multiple self-contained components called microservices, and controlling inter-service communication is important for enforcing safety properties. Presently, inter-service communication is…

Programming Languages · Computer Science 2025-08-26 Karuna Grewal , P. Brighten Godfrey , Justin Hsu