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Function-as-a-Service (FaaS) is increasingly popular in the software industry due to the implied cost-savings in event-driven workloads and its synergy with DevOps. To size an on-premise FaaS platform, it is important to estimate the…

性能 · 计算机科学 2020-07-03 Alim Ul Gias , Giuliano Casale

The opacity of AI models necessitates both validation and evaluation before their integration into services. To investigate these models, explainable AI (XAI) employs methods that elucidate the relationship between input features and output…

密码学与安全 · 计算机科学 2024-10-02 Zerui Wang , Yan Liu

Computer-use agents(CUAs)are moving frombounded benchmarks toward real software environments, wherethey operate browsers, desktops, mobile applications, flesystems,terminals, and tool backends. In such settings, reliability isno longer…

计算与语言 · 计算机科学 2026-05-11 Zejian Chen , Zhanyuan Liu , Chaozhuo Li , Mengxiang Han , Songyang Liu , Litian Zhang , Feng Gao , Yiming Hei , Xi Zhang

How can applications be deployed on the cloud to achieve maximum performance? This question has become significant and challenging with the availability of a wide variety of Virtual Machines (VMs) with different performance capabilities in…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Blesson Varghese , Ozgur Akgun , Ian Miguel , Long Thai , Adam Barker

Serverless computing has rapidly grown following the launch of Amazon's Lambda platform. Function-as-a-Service (FaaS) a key enabler of serverless computing allows an application to be decomposed into simple, standalone functions that are…

分布式、并行与集群计算 · 计算机科学 2021-03-11 Anshul Jindal , Michael Gerndt , Mohak Chadha , Vladimir Podolskiy , Pengfei Chen

Federated Learning (FL) is emerging as a promising technology to build machine learning models in a decentralized, privacy-preserving fashion. Indeed, FL enables local training on user devices, avoiding user data to be transferred to…

机器学习 · 计算机科学 2020-11-19 Nicolas Kourtellis , Kleomenis Katevas , Diego Perino

Quantitative Artificial Intelligence (AI) Benchmarks have emerged as fundamental tools for evaluating the performance, capability, and safety of AI models and systems. Currently, they shape the direction of AI development and are playing an…

At the rapid pace of technological evolution, the emerging cloud computing technology has promoted the digitalization and business innovation of the enterprise in all industries due to its advantages of data storage and service mode.…

系统与控制 · 电气工程与系统科学 2025-11-10 Yihong Zou

In cloud event processing, data generated at the edge is processed in real-time by cloud resources. Both distributed stream processing (DSP) and Function-as-a-Service (FaaS) have been proposed to implement such event processing…

分布式、并行与集群计算 · 计算机科学 2022-08-15 Tobias Pfandzelter , Sören Henning , Trever Schirmer , Wilhelm Hasselbring , David Bermbach

Since the appearance of Amazon Lambda in 2014, all major cloud providers have embraced the Function as a Service (FaaS) model, because of its enormous potential for a wide variety of applications. As expected (and also desired), the…

分布式、并行与集群计算 · 计算机科学 2019-01-28 Pedro García López , Marc Sánchez-Artigas , Gerard París , Daniel Barcelona Pons , Álvaro Ruiz Ollobarren , David Arroyo Pinto

Cloud computing with its three key facets (i.e., IaaS, PaaS, and SaaS) and its inherent advantages (e.g., elasticity and scalability) still faces several challenges. The distance between the cloud and the end devices might be an issue for…

分布式、并行与集群计算 · 计算机科学 2017-11-03 Carla Mouradian , Diala Naboulsi , Sami Yangui , Roch H. Glitho , Monique J. Morrow , Paul A. Polakos

Function-as-a-Service (FaaS) has recently emerged to reduce the deployment cost of running cloud applications compared to Infrastructure-as-a-Service (IaaS). FaaS follows a serverless 'pay-as-you-go' computing model; it comes at a higher…

分布式、并行与集群计算 · 计算机科学 2021-10-29 Ali Raza , Zongshun Zhang , Nabeel Akhtar , Vatche Isahagian , Ibrahim Matta

Exploding data volumes and velocities, new computational methods and platforms, and ubiquitous connectivity demand new approaches to computation in the sciences. These new approaches must enable computation to be mobile, so that, for…

分布式、并行与集群计算 · 计算机科学 2020-05-12 Ryan Chard , Yadu Babuji , Zhuozhao Li , Tyler Skluzacek , Anna Woodard , Ben Blaiszik , Ian Foster , Kyle Chard

Modelling & Simulation (M&S) is broadly used in real scenarios where making physical modifications could be highly expensive. With the so-called Simulation Software-as-a-Service (SimSaaS), researchers could take advantage of the huge amount…

多智能体系统 · 计算机科学 2016-02-01 Tiago Azevedo , Rosaldo J. F. Rossetti , Jorge G. Barbosa

Quantum computing (QC) is anticipated to provide a speedup over classical HPC approaches for specific problems in optimization, simulation, and machine learning. With the advances in quantum computing toward practical applications, the need…

As artificial intelligence systems grow more powerful, there has been increasing interest in "AI safety" research to address emerging and future risks. However, the field of AI safety remains poorly defined and inconsistently measured,…

Cloud computing is considered as the one of the most dominant paradigm in field of information technology which offers on demand cost effective services such as Software as a service (SAAS), Infrastructure as a service (IAAS) and Platform…

密码学与安全 · 计算机科学 2020-11-17 N. N. Thilakarathne , Dilani Wickramaaarachchi

Cloud computing focuses on delivery of reliable, secure, fault-tolerant, sustainable, and scalable infrastructures for hosting Internet-based application services. These applications have different composition, configuration, and deployment…

分布式、并行与集群计算 · 计算机科学 2009-03-17 Rodrigo N. Calheiros , Rajiv Ranjan , Cesar A. F. De Rose , Rajkumar Buyya

Microservice architectures are a popular choice for deploying large-scale data-intensive applications. This architectural style allows microservice practitioners to achieve requirements related to loose coupling, fault contention, workload…

数据库 · 计算机科学 2024-05-21 Rodrigo Laigner , Yongluan Zhou

Service oriented architecture (SOA) is one of the latest software architectures. This architecture is created in direction of the business requirements and removed the gap between softwares and businesses. The software testing is the rising…

软件工程 · 计算机科学 2012-12-14 Ebrahim Shamsoddin-Motlagh