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Transfer learning has recently become the dominant paradigm of machine learning. Pre-trained models fine-tuned for downstream tasks achieve better performance with fewer labelled examples. Nonetheless, it remains unclear how to develop…

Machine Learning · Computer Science 2024-01-30 Jonas Pfeiffer , Sebastian Ruder , Ivan Vulić , Edoardo Maria Ponti

With the maturity of web services, containers, and cloud computing technologies, large services in traditional systems (e.g. the computation services of machine learning and artificial intelligence) are gradually being broken down into many…

Software Engineering · Computer Science 2024-02-05 Abel C. H. Chen

As organizations increasingly migrate their applications to the cloud, the optimization of microservices architectures becomes imperative for achieving sustainability goals. Nonetheless, sustainable deployments may increase costs and…

Software Engineering · Computer Science 2024-09-24 Vittorio Cortellessa , Daniele Di Pompeo , Michele Tucci

This paper discusses a roadmap to investigate Domain Objects being an adequate formalism to capture the peculiarity of microservice architecture, and to support Software development since the early stages. It provides a survey of both…

Software Engineering · Computer Science 2019-04-22 Kizilov Mikhail , Antonio Bucchiarone , Manuel Mazzara , Larisa Safina , Victor Rivera

One of the key problems in migrating multi-component enterprise applications to Clouds is selecting the best mix of VM images and Cloud infrastructure services. A migration process has to ensure that Quality of Service (QoS) requirements…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-02-07 Michael Menzel , Rajiv Ranjan

Service meshes have emerged as an attractive DevOps solution for collecting, managing, and coordinating microservice deployments. However, current service meshes leave fundamental security mechanisms missing or incomplete. The security…

Cryptography and Security · Computer Science 2020-10-22 Dalton A. Hahn , Drew Davidson , Alexandru G. Bardas

Today, leveraging the enormous modular power, diversity and flexibility of manycore systems-on-a-chip (SoCs) requires careful orchestration of complex resources, a task left to low-level software, e.g. hypervisors. In current architectures,…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-11 Inês Pinto Gouveia , Marcus Völp , Paulo Esteves-Verissimo

With FPGAs now being deployed in the cloud and at the edge, there is a need for scalable design methods which can incorporate the heterogeneity present in the hardware and software components of FPGA systems. Moreover, these FPGA systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-29 Anuj Vaishnav , Khoa Dang Pham , Joseph Powell , Dirk Koch

Software errors and incidents are inevitable in web based applications. Scalability challenges, increasing demand, and ongoing code changes can contribute to such failures. As software architectures evolve rapidly, understanding how and why…

Software Engineering · Computer Science 2025-05-16 Doğaç Eldenk , H. Alperen Çetin

In migrating production workloads to cloud, enterprises often face the daunting task of evolving monolithic applications toward a microservice architecture. At IBM, we developed a tool called Mono2Micro to assist with this challenging task.…

Software Engineering · Computer Science 2021-09-16 Anup Kalia , Jin Xiao , Rahul Krishna , Saurabh Sinha , Maja Vukovic , Debasish Banerjee

Process migration refers to the act of transferring a process in the middle of its execution from one machine to another in a network. In this paper, we proposed a process migration framework for Linux OS. It is a multilayer architecture to…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-15 Amirreza Zarrabi

The hybrid cloud idea is increasingly gaining momentum because it brings distinct advantages as a hosting platform for complex software systems. However, there are several challenges that need to be surmounted before hybrid hosting can…

Software Engineering · Computer Science 2022-05-11 Sreekrishnan Venkateswaran , Santonu Sarkar

Software systems endure many noteworthy changes throughout their life-cycle in order to follow the evolution of the problem domains. Generally, the software system architecture cannot follow the rapid evolution of a problem domain which…

Software Engineering · Computer Science 2011-11-30 Humaira Farid , Farooque Azam , M. Aqeel Iqbal

Context: Microservices running and being powered by Edge Computing have been gaining much attention in the industry and academia. Since 2014, when Martin Fowler popularized the Microservice term, many studies have been published relating…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-25 Lucas Fernando Souza de Castro , Sandro Rigo

Microservices are a popular architectural style adopted by the industry when it comes to deploying software that requires scalability, maintainability, and agile development. There is an increasing demand for improving the sustainability of…

Software Engineering · Computer Science 2024-07-25 Xingwen Xiao

EAs.LiT is an e-assessment management and analysis software for which contextual requirements and usage scenarios changed over time. Based on these factors and further development activities, the decision was made to adopt a microservice…

Computers and Society · Computer Science 2021-04-27 Roy Meissner , Andreas Thor

Component-oriented and service-oriented approaches have gained a strong enthusiasm in industries and academia with a particular interest for service-oriented approaches. A component is a software entity with given functionalities, made…

Software Engineering · Computer Science 2009-10-13 Christian Attiogbe

Today, data guides the decision-making process of most companies. Effectively analyzing and manipulating data at scale to extract and exploit relevant knowledge is a challenging task, due to data characteristics such as its size, the rate…

Software Engineering · Computer Science 2025-03-24 Arianna Dragoni , Alessandro Margara

High-performance applications necessitate rapid and dependable transfer of massive datasets across geographically dispersed locations. Traditional file transfer tools often suffer from resource underutilization and instability because of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-11 Rasman Mubtasim Swargo , Engin Arslan , Md Arifuzzaman

Microservice architectures promote small, independently developed services, but increase overall architectural complexity. It is crucial that developers understand the architecture and how changes to a service affect the overall system, but…

Software Engineering · Computer Science 2026-02-10 Oscar Manglaras , Alex Farkas , Thomas Woolford , Christoph Treude , Markus Wagner