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Monolithic neural networks that make use of a single set of weights to learn useful representations for downstream tasks explicitly dismiss the compositional nature of data generation processes. This characteristic exists in data where…

Computer Vision and Pattern Recognition · Computer Science 2023-06-05 Hamed Damirchi , Forest Agostinelli , Pooyan Jamshidi

The architectural aspects of software systems are not always explicitly exposed to customers when a product is presented to them by software vendors. Therefore, customers might be put at a major risk if new emerging business needs come to…

Software Engineering · Computer Science 2012-10-16 Basem Y. Alkazemi

Migrating a monolith application into a microservices architecture can benefit from automation methods, which speed up the migration and improve the decomposition results. One of the current approaches that guide software architects on the…

Software Engineering · Computer Science 2022-12-23 Vasco Faria , António Rito Silva

Large language models have gained widespread popularity for their ability to process natural language inputs and generate insights derived from their training data, nearing the qualities of true artificial intelligence. This advancement has…

Software Engineering · Computer Science 2024-11-25 Narcisa Guran , Florian Knauf , Man Ngo , Stefan Petrescu , Jan S. Rellermeyer

A common method to solve complex problems in software engineering, is to divide the problem into multiple sub-problems. Inspired by this, we propose a Modular Architecture for Software-engineering AI (MASAI) agents, where different…

Artificial Intelligence · Computer Science 2024-06-18 Daman Arora , Atharv Sonwane , Nalin Wadhwa , Abhav Mehrotra , Saiteja Utpala , Ramakrishna Bairi , Aditya Kanade , Nagarajan Natarajan

Microservices architectures are a departure from traditional Service Oriented Architecture (SOA). Influenced by Domain Driven Design (DDD), microservices architectures aim to help business analysts and enterprise architects develop scalable…

Software Engineering · Computer Science 2017-09-21 Dharmendra Shadija , Mo Rezai , Richard Hill

Modular product design has become a strategic enabler for companies seeking to balance product variety, operational efficiency, and market responsiveness, making the alignment between modular architecture and manufacturing considerations…

Systems and Control · Electrical Eng. & Systems 2025-10-14 Fabio Marco Monetti , Adam Lundström , Colin de Kwant , Magnus Gyllenskepp , Antonio Maffei

Moldable development supports decision-making by making software systems explainable. This is done by making it cheap to add numerous custom tools to your software, turning it into a live, explorable domain model. Based on several years of…

Software Engineering · Computer Science 2024-09-30 Oscar Nierstrasz , Tudor Gîrba

The technological advancements of recent years have steadily increased the complexity of vehicle-internal software systems, and the ongoing development towards autonomous driving will further aggravate this situation. This is leading to a…

Software Engineering · Computer Science 2019-08-14 Jannik Lotz , Andreas Vogelsang , Ola Benderius , Christian Berger

With the enhancements in the field of software-defined networking and virtualization technologies, novel networking paradigms such as network function virtualization (NFV) and the Internet of things (IoT) are rapidly gaining ground.…

Networking and Internet Architecture · Computer Science 2019-04-01 Deval Bhamare , Mohammed Samaka , Aiman Erbad , Raj Jain , Lav Gupta

Cloud-native applications are increasingly becoming popular in modern software design. Employing a microservice-based architecture into these applications is a prevalent strategy that enhances system availability and flexibility. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-06 Jingfeng Wu , Minxian Xu , Yiyuan He , Kejiang Ye , Chengzhong Xu

Microservice architecture advocates a number of technologies and practices such as lightweight container, container orchestration, and DevOps, with the promised benefits of faster delivery, improved scalability, and greater autonomy.…

Software Engineering · Computer Science 2021-06-15 Qilin Xiang , Xin Peng , Chuan He , Hanzhang Wang , Tao Xie , Dewei Liu , Gang Zhang , Yuanfang Cai

Cloud services have recently started undergoing a major shift from monolithic applications, to graphs of hundreds of loosely-coupled microservices. Microservices fundamentally change a lot of assumptions current cloud systems are designed…

This paper presents an approach for constructing distributed storage system based on micro-service architecture. By building storage functionalities using micro services, we can provide new capabilities to a distributed storage system in a…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Yuhao Lu , Zhenqing Liu , Dejun Jiang , Liuying Ma , Jin Xiong

Unique developmental and operational characteristics of ML components as well as their inherent uncertainty demand robust engineering principles are used to ensure their quality. We aim to determine how software systems can be (re-)…

Software Engineering · Computer Science 2022-01-11 Alex Serban , Joost Visser

Lots of hopes have been placed on Machine Learning (ML) as a key enabler of future wireless networks. By taking advantage of large volumes of data, ML is expected to deal with the ever-increasing complexity of networking problems.…

Networking and Internet Architecture · Computer Science 2020-02-18 Francesc Wilhelmi , Sergio Barrachina-Muñoz , Boris Bellalta , Cristina Cano , Anders Jonsson , Vishnu Ram

Web Services form a new, emerging paradigm to handle distributed access to resources over the Internet. There are platform independent standards (SOAP, WSDL), which make the developers? task considerably easier. This article discusses how…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-06-25 Alexander S. Szalay , Tamas Budavari , Tanu Malika , Jim Gray , Ani Thakara

This paper explores the architecture of Software as a Service (SaaS) platforms, emphasizing scalability and maintainability. SaaS, a flexible software distribution model suitable for individuals and organizations, has become prevalent with…

Software Engineering · Computer Science 2024-03-11 Ardy Dedase

This work uniquely identifies and characterizes four prevalent multimodal model architectural patterns in the contemporary multimodal landscape. Systematically categorizing models by architecture type facilitates monitoring of developments…

Artificial Intelligence · Computer Science 2024-05-29 Shakti N. Wadekar , Abhishek Chaurasia , Aman Chadha , Eugenio Culurciello

This paper presents a methodology and software tools for parametric design of complex architectural objects, called digital or algorithmic forms. In order to provide a flexible tool, the proposed design philosophy involves two open source…

Computational Engineering, Finance, and Science · Computer Science 2015-03-20 Ladislav Svoboda , Jan Novák , Lukáš Kurilla , Jan Zeman