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In always-on HAR deployments, model accuracy erodes silently as domain shift accumulates over time. Addressing this challenge requires moving beyond one-off updates toward instance-driven adaptation from streaming data. However, continuous…

Machine Learning · Computer Science 2026-04-10 Minghui Qiu , Jun Chen , Lin Chen , Shuxin Zhong , Yandao Huang , Lu Wang , Kaishun Wu

One of the goals of software design is to model a system in such a way that it is easily understandable. Nowadays the tendency for software development is changing from manual coding to automatic code generation; it is becoming model-based.…

Software Engineering · Computer Science 2015-03-13 N Md Jubair basha , Salman Abdul Moiz , Mohammed Rizwanullah

Serverless technologies, also known as FaaS (Function as a Service), are promoted as solutions that provide dynamic scalability, speed of development, cost-per-consumption model, and the ability to focus on the code while taking attention…

Software Engineering · Computer Science 2023-05-24 Juan Mera Menéndez , Jose Emilio Labra Gayo , Enrique Riesgo Canal , Aitor Echevarría Fernández

Web Service Composition (WSC) is a particularly promising application of Web services, where multiple individual services with specific functionalities are composed to accomplish a more complex task, which must fulfil functional…

Artificial Intelligence · Computer Science 2019-01-30 Soheila Sadeghiram , Hui Ma , Gang Chen

Customization is a general trend in software engineering, demanding systems that support variable stakeholder requirements. Two opposing strategies are commonly used to create variants: software clone & own and software configuration with…

Software Engineering · Computer Science 2021-03-03 Wardah Mahmood , Daniel Strüber , Thorsten Berger , Ralf Lämmel , Mukelabai Mukelabai

Software as a Service cloud computing model favorites the Multi-Tenancy as a key factor to exploit economies of scale. However Multi-Tenancy present several disadvantages. Therein, our approach comes to assign instances to multi-tenants…

Software Engineering · Computer Science 2018-12-21 Houda Kriouile , Bouchra El Asri

Software Engineering Discipline is constantly achieving momentum from past two decades. In last decade, remarkable progress has been observed. New process models that are introduced from time to time in order to keep pace with…

Software Engineering · Computer Science 2013-02-08 Sukhpal Singh , Inderveer Chana

This paper discusses the concept of model-driven software engineering applied to the Grid application domain. As an extension to this concept, the approach described here, attempts to combine both formal architecture-centric and…

Software Engineering · Computer Science 2007-05-23 David Manset , Herve Verjus , Richard McClatchey , Flavio Oquendo

Constraint programming can definitely be seen as a model-driven paradigm. The users write programs for modeling problems. These programs are mapped to executable models to calculate the solutions. This paper focuses on efficient model…

Artificial Intelligence · Computer Science 2010-02-16 Raphael Chenouard , Laurent Granvilliers , Ricardo Soto

Service-Oriented Computing is a paradigm that uses services as building blocks for building distributed applications. The primary motivation for orchestrating services in the cloud used to be distributed business processes, which drove the…

Software Engineering · Computer Science 2016-11-15 Glenn Osborne , Tim Weninger

Recently, LoRA has emerged as a crucial technique for fine-tuning large pre-trained models, yet its performance in multi-task learning scenarios often falls short. In contrast, the MoE architecture presents a natural solution to this issue.…

Machine Learning · Computer Science 2024-12-13 Lulu Zhao , Weihao Zeng , Xiaofeng Shi , Hua Zhou

A large number of techniques for analyzing and optimizing mobile apps have emerged in the past decade. However, those techniques' components are notoriously difficult to extract and reuse outside their original tools. This paper introduces…

Software Engineering · Computer Science 2019-02-26 Yixue Zhao , Nenad Medvidovic

In recent years, many industries have utilized machine learning (ML) models in their systems. Ideally, ML models should be trained on and applied to data from the same distributions. However, the data evolves over time in many application…

Software Engineering · Computer Science 2025-05-21 Forough Majidi , Foutse Khomh , Heng Li , Amin Nikanjam

An efficient Learning resource centre can be achieved with the help of a network of collaborating, coordinating and communicating software agents. Agent-oriented techniques represent an exciting new means of analysing, designing and…

Multiagent Systems · Computer Science 2011-02-18 Pooja Jain , Deepak Dahiya

The metadata service (MDS) sits on the critical path for distributed file system (DFS) operations, and therefore it is key to the overall performance of a large-scale DFS. Common "serverful" MDS architectures, such as a single server or…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-22 Benjamin Carver , Runzhou Han , Jingyaun Zhang , Mai Zheng , Yue Cheng

As service-oriented architecture becoming one of the most prevalent techniques to rapidly deliver functionalities to customers, increasingly more reusable software components have been published online in forms of web services. To create a…

Software Engineering · Computer Science 2022-10-26 Xihao Xie , Jia Zhang , Rahul Ramachandran , Tsengdar J. Lee , Seungwon Lee

The Internet of Things (IoT) data and social media data are two of the fastest-growing data segments. Having high-quality data is crucial for making informed business decisions. The strategic process of leveraging insights from data is…

Software Engineering · Computer Science 2023-07-25 Moamin Abughazala , Henry Muccini

As the internet evolves from the mobile App-dominated Attention Economy to the Intent-Interconnection of the Agentic Web era, existing interaction modes fail to address the escalating challenges of data lock-in and cognitive overload.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-30 Zicai Cui , Zhouyuan Jian , Weiwen Liu , Weinan Zhang

Model Driven Engineering (MDE) is an emerging approach of software engineering. MDE emphasizes the construction of models from which the implementation should be derived by applying model transformations. The Ontology Definition Meta-model…

Logic in Computer Science · Computer Science 2012-10-24 Jesús M. Almendros-Jiménez , Luis Iribarne

Services are flourishing drastically both on the Internet and in the real world. Additionally, services have become much more interconnected to facilitate transboundary business collaboration to create and deliver distinct new values to…

Computers and Society · Computer Science 2020-04-23 Mingyi Liu , Zhiying Tu , Xiaofei Xu , Zhongjie Wang
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