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The diversity and quantity of data warehouses, gathering data from distributed devices such as mobile devices, can enhance the success and robustness of machine learning algorithms. Federated learning enables distributed participants to…

Machine Learning · Computer Science 2022-03-10 Shuo Wang , Surya Nepal , Kristen Moore , Marthie Grobler , Carsten Rudolph , Alsharif Abuadbba

Virtualization plays an essential role in providing security to computational systems by isolating execution environments. Many software solutions, called hypervisors, have been proposed to provide virtualization capabilities. However, only…

Cryptography and Security · Computer Science 2022-12-29 Everton de Matos , Markku Ahvenjärvi

Platform virtualization helps solving major grid computing challenges: share resource with flexible, user-controlled and custom execution environments and in the meanwhile, isolate failures and malicious code. Grid resource management tools…

Distributed, Parallel, and Cluster Computing · Computer Science 2008-08-28 Xavier Grehant , J. M. Dana

We introduce EvoLib, a test-time learning framework that enables large language models to accumulate, reuse, and evolve knowledge across problem instances without parameter updates or external supervision. Instead of adapting model…

Machine Learning · Computer Science 2026-05-15 Weijia Xu , Alessandro Sordoni , Chandan Singh , Zelalem Gero , Michel Galley , Xingdi Yuan , Jianfeng Gao

Real-time embedded platforms with resource constraints can take the benefits of mixed-criticality system where applications with different criticality-level share computational resources, with isolation in the temporal and spatial domain. A…

Systems and Control · Electrical Eng. & Systems 2022-08-31 Shibarchi Majumder , Jens Frederik Dalsgaard Nielsen , Thomas Bak

In this paper, we show that performance of the virtualized cluster servers could be improved through intelligent decision over migration time of Virtual Machines across heterogeneous physical nodes of a cluster server. The cluster serves a…

Operating Systems · Computer Science 2010-02-18 M. Tarighi , S. A. Motamedi , S. Sharifian

This paper proposes a cloud architecture for the correlation of wide bandwidth VLBI data. Cloud correlation facilitates processing of entire experiments in parallel using flexibly allocated and practically unlimited compute resources. This…

Instrumentation and Methods for Astrophysics · Physics 2021-03-16 Ajay Gill , Lindy Blackburn , Arash Roshanineshat , Chi-Kwan Chan , Sheperd S. Doeleman , Michael D. Johnson , Alexander W. Raymond , Jonathan Weintroub

Virtualization technologies have evolved along with the development of computational environments since virtualization offered needed features at that time such as isolation, accountability, resource allocation, resource fair sharing and so…

Operating Systems · Computer Science 2017-10-02 Carlos Arango , Rémy Dernat , John Sanabria

Ideally, by enabling multi-tenancy, network virtualization allows to improve resource utilization, while providing performance isolation: although the underlying resources are shared, the virtual network appears as a dedicated network to…

Networking and Internet Architecture · Computer Science 2017-05-01 Arsany Basta , Andreas Blenk , Wolfgang Kellerer , Stefan Schmid

Modern Large Language Model (LLM) serving operates in highly volatile environments characterized by severe runtime dynamics, such as workload fluctuations and elastic cluster autoscaling. Traditional serving systems rely on static,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-09 Youhe Jiang , Ran Yan , You Peng , Wenshuang Li , Taiyi Wang , Fangcheng Fu , Binhang Yuan

This paper describes the realization of a new Linux distribution based on Ubuntu Linux and Xenomai Real-Time framework. This realization is motivated by the eminent need of real-time systems in modern computer science courses. The majority…

Operating Systems · Computer Science 2011-03-14 Nabil Litayem , Ahmed Ben Achballah , Slim Ben Saoud

Cloud computing is driven by economies of scale. A cloud system uses virtualization technology to provide cloud resources (e.g. CPU, memory) to users in form of virtual machines. Virtual machine (VM), which is a sandbox for user…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-12-27 Nguyen Quang-Hung , Nam Thoai , Nguyen Thanh Son

Cloud-computing shares a common pool of resources across customers at a scale that is orders of magnitude larger than traditional multi-user systems. Constituent physical compute servers are allocated multiple "virtual machines" (VM) to…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-10-19 Souvik Ghosh , Soumyadip Ghosh

The interest in virtualization has been growing rapidly in the IT industry because of inherent benefits like better resource utilization and ease of system manageability. The experimentation and use of virtualization as well as the…

Networking and Internet Architecture · Computer Science 2011-05-03 Ishtiaq Ali , Natarajan Meghanathan

Virtual execution environments allow for consolidation of multiple applications onto the same physical server, thereby enabling more efficient use of server resources. However, users often statically configure the resources of virtual…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-07 Ignacio Cano , Lequn Chen , Pedro Fonseca , Tianqi Chen , Chern Cheah , Karan Gupta , Ramesh Chandra , Arvind Krishnamurthy

The dawn of embodied intelligence has ushered in an unprecedented imperative for resilient, cognition-enabled multi-agent collaboration across next-generation ecosystems, revolutionizing paradigms in autonomous manufacturing, adaptive…

The widespread diffusion of compute-intensive edge-AI workloads and the stringent demands of modern autonomous systems require advanced heterogeneous embedded architectures. Such architectures must support high-performance and reliable…

Hardware Architecture · Computer Science 2024-10-11 Enrico Zelioli , Alessandro Ottaviano , Robert Balas , Nils Wistoff , Angelo Garofalo , Luca Benini

Production LLM serving must simultaneously deliver high throughput, low latency, and sufficient context capacity under non-stationary traffic and mixed request requirements. Data parallelism (DP) maximizes throughput by running independent…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Shouwei Gao , Junqi Yin , Feiyi Wang , Wenqian Dong

Serverless computing paradigm has become more ingrained into the industry, as it offers a cheap alternative for application development and deployment. This new paradigm has also created new kinds of problems for the developer, who needs to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-14 Gor Safaryan , Anshul Jindal , Mohak Chadha , Michael Gerndt

For years, we have built LLM serving systems like any other critical infrastructure: a single general-purpose stack, hand-tuned over many engineer-years, meant to support every model and workload. In this paper, we take the opposite bet: a…

Artificial Intelligence · Computer Science 2026-05-08 Keisuke Kamahori , Shihang Li , Simon Peter , Baris Kasikci