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Recent breakthroughs in large Language Models (LLMs) have enabled various generative tasks on a single model. Real-world services (e.g., OpenAI's ChatGPT [27]) powered by an LLM often concurrently support latency-critical requests for…

Artificial Intelligence · Computer Science 2025-04-15 Wan Borui , Zhao Juntao , Jiang Chenyu , Guo Chuanxiong , Wu Chuan

Virtualization technology reduces cloud operational cost by increasing cloud resource utilization level. The incorporation of virtualization within cloud data centers can severely degrade cloud performance if not properly managed. Virtual…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-18 Misbah Liaqat , Shalini Ninoriya , Junaid Shuja , Raja Wasim Ahmad , Abdullah Gani

Many scientific disciplines have traditionally advanced by iterating over hypotheses using labor-intensive trial-and-error, which is a slow and expensive process. Recent advances in computing, digitalization, and machine learning have…

Other Computer Science · Computer Science 2025-07-10 Carlos Sevilla-Salcedo , Armi Tiihonen , Mahsa Asadi , Kevin Sebastian Luck , Aras Umut Erarslan , Arto Klami , Samuel Kaski

The rise of Network Function Virtualization (NFV) has transformed network infrastructures by replacing fixed hardware with software-based Virtualized Network Functions (VNFs), enabling greater agility, scalability, and cost efficiency.…

Networking and Internet Architecture · Computer Science 2025-03-31 Mario Di Mauro , Walter Cerroni , Fabio Postiglione , Massimo Tornatore , Kishor S. Trivedi

Code bloat widely exists in production-run software. Left untackled, it not only degrades software performance but also increases its attack surface. In this work, we conduct a case study to understand this issue in statically linked…

Software Engineering · Computer Science 2018-10-29 Linhai Song , Xinyu Xing

Nowadays simulations can produce petabytes of data to be stored in parallel filesystems or large-scale databases. This data is accessed over the course of decades often by thousands of analysts and scientists. However, storing these volumes…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-11 Salvatore Di Girolamo , Pirmin Schmid , Thomas Schulthess , Torsten Hoefler

Layer-7 (L7) proxies are critical to modern cloud-native systems, yet their performance is increasingly bottlenecked by copying entire payloads across the kernel-user boundary. Existing approaches reduce this overhead but typically…

Networking and Internet Architecture · Computer Science 2026-05-01 Kairui Zhou , Shengkai Lin , Wei Zhang , Shizhen Zhao

In systems owned by normal end-users, many times security attacks are mounted by sneaking in malicious applications or exploiting existing software vulnerabilities through security non-conforming actions of users. Virtualization approaches…

Cryptography and Security · Computer Science 2022-11-07 Vinayak Trivedi , Tushar Gurjar , Sumaiya Shaikh , Saketh Maddamsetty , Debadatta Mishra

Serving Large Language Models (LLMs) can benefit immensely from parallelizing both the model and input requests across multiple devices, but incoming workloads exhibit substantial spatial and temporal heterogeneity. Spatially, workloads…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Youhe Jiang , Fangcheng Fu , Taiyi Wang , Guoliang He , Eiko Yoneki

"United we stand, divided we fall" is a well known saying. We are living in the era of virtual collaborations. Advancement on conceptual and technological level has enhanced the way people communicate. Everything-as-a-Service once a dream,…

Computers and Society · Computer Science 2013-12-19 Wajeeha Khalil , Erich Schikuta

There is growing interest in visual data management systems that support queries with specialized operations ranging from resizing an image to running complex machine learning models. With a plethora of such operations, the basic need to…

Databases · Computer Science 2024-02-06 Rohit Verma , Arun Raghunath

Distributed Asynchronous Object Store (DAOS) is a novel software-defined object store leveraging Non-Volatile Memory (NVM) devices, designed for high performance. It provides a number of interfaces for applications to undertake I/O, ranging…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-30 Nicolau Manubens , Johann Lombardi , Simon D. Smart , Emanuele Danovaro , Tiago Quintino , Dean Hildebrand , Adrian Jackson

This paper addresses the impact of Virtual Memory Streaming (VMS) technique in provisioning virtual machines (VMs) in cloud environment. VMS is a scaling virtualization technology that allows different virtual machines rapid scale, high…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-06-24 A B M Moniruzzaman , Kawser Wazed Nafi , Syed Akther Hossain

Modern datacenter applications are prone to high tail latencies since their requests typically follow highly-dispersive distributions. Delivering fast interrupts is essential to reducing tail latency. Prior work has proposed both OS- and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-14 Lisa , Li , Nikita Lazarev , David Koufaty , Yijun Yin , Andy Anderson , Zhiru Zhang , Edward Suh , Kostis Kaffes , Christina Delimitrou

The modern datacenter's computing capabilities have far outstripped the applications running within and have become a hidden cost of doing business due to how software is architected and deployed. Resources are over-allocated to monolithic…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-31 Aos Mulahuwaish , Shane Korbel , Basheer Qolomany

The design space of networked embedded systems is very large, posing challenges to the optimisation of such platforms when it comes to support applications with real-time guarantees. Recent research has shown that a number of inter-related…

Performance · Computer Science 2020-07-21 Leandro Soares Indrusiak , Robert I. Davis , Piotr Dziurzanski

Cloud computing relies on secure and efficient virtualization. Software level security solutions compromise the performance of virtual machines (VMs), as a large amount of computational power would be utilized for running the security…

Hardware Architecture · Computer Science 2018-05-11 Jithin R , Priya Chandran

The primary motivation for uptake of virtualization has been resource isolation, capacity management and resource customization allowing resource providers to consolidate their resources in virtual machines. Various approaches have been…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-09-27 Omer Khalid , Ivo Maljevic , Richard Anthony , Miltos Petridis , Kevin Parrot , Markus Schulz

This paper presents the "isolate first, then share" OS model in which the processor cores, memory, and devices are divided up between disparate OS instances and a new abstraction, subOS, is proposed to encapsulate an OS instance that can be…

Operating Systems · Computer Science 2017-10-27 Gang Lu , Jianfeng Zhan , Chongkang Tan , Xinlong Lin , Defei Kong , Chen Zheng , Fei Tang , Cheng Huang , Lei Wang , Tianshu Hao

Load balancing is vital for the efficient and long-term operation of cloud data centers. With virtualization, post (reactive) migration of virtual machines after allocation is the traditional way for load balancing and consolidation.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-20 Wenhong Tian , Minxian Xu , Guangyao Zhou , Kui Wu , Chengzhong Xu , Rajkumar Buyya