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Existing AI evaluation practices often fail to capture how systems actually perform in low-resource environments, where operational constraints shape usability as much as model quality. Through a structured analysis of existing benchmark…

人工智能 · 计算机科学 2026-05-28 Aakash Pant , Kavya Shah , Apoorv Agnihotri , Sneha Nikam , Prasaanth Balraj , Nakul Jain

The rapid growth and distribution of IT systems increases their complexity and aggravates operation and maintenance. To sustain control over large sets of hosts and the connecting networks, monitoring solutions are employed and constantly…

机器学习 · 计算机科学 2020-07-08 Alexander Acker , Thorsten Wittkopp , Sasho Nedelkoski , Jasmin Bogatinovski , Odej Kao

We define some of the programming and system-level challenges facing the application of quantum processing to high-performance computing. Alongside barriers to physical integration, prominent differences in the execution of quantum and…

量子物理 · 物理学 2017-12-06 Keith A. Britt , Fahd A. Mohiyaddin , Travis S. Humble

As the explosive growth of smart devices and the advent of many new applications, traffic volume has been growing exponentially. The traditional centralized network architecture cannot accommodate such user demands due to heavy burden on…

网络与互联网体系结构 · 计算机科学 2017-04-03 Shuo Wang , Xing Zhang , Yan Zhang , Lin Wang , Juwo Yang , Wenbo Wang

The increasing prominence of AI necessitates the deployment of inference platforms for efficient and effective management of AI pipelines and compute resources. As these pipelines grow in complexity, the demand for distributed serving rises…

网络与互联网体系结构 · 计算机科学 2025-02-25 Mike Wong , Ulysses Butler , Emma Farkash , Praveen Tammana , Anirudh Sivaraman , Ravi Netravali

Quantum networks will enable the implementation of communication tasks with qualitative advantages with respect to the communication networks we know today. While it is expected that the first demonstrations of small scale quantum networks…

量子物理 · 物理学 2021-02-10 Koji Azuma , Stefan Bäuml , Tim Coopmans , David Elkouss , Boxi Li

We discuss a Quantum-Enhanced Computing Continuum, a heterogeneous, hybrid architecture that integrates quantum processing units (QPUs) within an Edge-Cloud-HPC fabric. Promote sustainability by shifting from performance to "energy-aware…

新兴技术 · 计算机科学 2026-05-01 Carlos J. Barrios H. , Frédéric Le Mouël , Oscar Carrillo

Kubernetes is a free, open-source container orchestration system for deploying and managing Docker containers that host microservices. Kubernetes cluster logs help in determining the reason for the failure. However, as systems become more…

软件工程 · 计算机科学 2023-06-14 Pawan Kumar Sarika , Deepika Badampudi , Sai Prashanth Josyula , Muhammad Usman

Almost in every heavily computation-dependent application, from 6G communication systems to autonomous driving platforms, a large portion of computing should be near to the client side. Edge computing (AI at Edge) in mobile devices is one…

硬件体系结构 · 计算机科学 2024-07-29 Seyed Nima Omidsajedi , Rekha Reddy , Jianming Yi , Jan Herbst , Christoph Lipps , Hans Dieter Schotten

This article surveys Cognitive Edge Computing as a practical and methodical pathway for deploying reasoning-capable Large Language Models (LLMs) and autonomous AI agents on resource-constrained devices at the network edge. We present a…

机器学习 · 计算机科学 2025-11-10 Xubin Wang , Qing Li , Weijia Jia

Edge computing provides a cloud-like architecture where small-scale resources are distributed near the network edge, enabling applications on resource-constrained devices to offload latency-critical computations to these resources. While…

性能 · 计算机科学 2026-01-13 Muhammad Danish Waseem , Ahmed Ali-Eldin

Computing systems rarely deliver best possible performance due to ever increasing hardware and software complexity and limitations of the current optimization technology. Additional code and architecture optimizations are often required to…

分布式、并行与集群计算 · 计算机科学 2014-07-15 Grigori Fursin

The CMSWEB cluster is pivotal to the activities of the Compact Muon Solenoid (CMS) experiment, as it hosts critical services required for the operational needs of the CMS experiment. The security of these services and the corresponding data…

Even though virtualization provides a lot of advantages in cloud computing, it does not provide effective performance isolation between the virtualization machines. In other words, the performance may get affected due the interferences…

分布式、并行与集群计算 · 计算机科学 2015-02-05 A. P. Nirmala , Dr. R. Sridaran

The pervasiveness of "Internet-of-Things" in our daily life has led to a recent surge in fog computing, encompassing a collaboration of cloud computing and edge intelligence. To that effect, deep learning has been a major driving force…

机器学习 · 计算机科学 2020-05-25 Yinghan Long , Indranil Chakraborty , Kaushik Roy

This paper introduces BioAgent Bench, a benchmark dataset and an evaluation suite designed for measuring the performance and robustness of AI agents in common bioinformatics tasks. The benchmark contains curated end-to-end tasks (e.g.,…

人工智能 · 计算机科学 2026-05-08 Dionizije Fa , Marko Culjak , Bruno Pandza , Mateo Cupic

There is an increasing demand to incorporate hybrid environments as part of workflows across edge, cloud, and HPC systems. In a such converging environment of cloud and HPC, containers are starting to play a more prominent role, bringing…

分布式、并行与集群计算 · 计算机科学 2022-11-22 Anton Njavro , James Tau , Taylor Groves , Nicholas J. Wright , Richard West

Over the last decade, the Kubernetes container orchestration platform has become essential to many scientific workflows. Despite its popularity, deploying a production-ready Kubernetes cluster on-premises can be challenging for system…

计算物理 · 物理学 2024-07-03 Lincoln Bryant , Robert W. Gardner , Fengping Hu , David Jordan , Ryan P. Taylor

We present a comparative analysis of the maximum performance achieved by the Linpack benchmark on compute intensive hardware publicly available from multiple cloud providers. We study both performance within a single compute node, and…

性能 · 计算机科学 2018-07-17 Mohammad Mohammadi , Timur Bazhirov

(1) Background: Container orchestration frameworks provide support for management of complex distributed applications. Different frameworks have emerged only recently, and they have been in constant evolution as new features are being…

分布式、并行与集群计算 · 计算机科学 2021-03-08 Eddy Truyen , Dimitri Van Landuyt , Davy Preuveneers , Bert Lagaisse , Wouter Joosen