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Related papers: MSTG: A Flexible and Scalable Microservices Infras…

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Context: The combination of distributed stream processing with microservice architectures is an emerging pattern for building data-intensive software systems. In such systems, stream processing frameworks such as Apache Flink, Apache Kafka…

Software Engineering · Computer Science 2023-11-02 Sören Henning , Wilhelm Hasselbring

Foundation models (FMs) unlock unprecedented multimodal and multitask intelligence, yet their cloud-centric deployment precludes real-time responsiveness and compromises user privacy. Meanwhile, monolithic execution at the edge remains…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-28 Juan Zhu , Zixin Wang , Shenghui Song , Jun Zhang , Khaled Ben Letaief

With the evolution of microservice applications, the underlying architectures have become increasingly complex compared to their monolith counterparts. This mainly brings in the challenge of observability. By providing a deeper…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-06 Thrivikraman V , Vishnu R. Dixit , Nikhil Ram S , Vikas K. Gowda , Santhosh Kumar Vasudevan , Subramaniam Kalambur

Smart mobility becomes paramount for meeting net-zero targets. However, autonomous, self-driving and electric vehicles require more than ever before an efficient, resilient and trustworthy computational offloading backbone that expands…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-24 Zeinab Nezami , Evangelos Pournaras , Amir Borzouie , Jie Xu

In the last few years, the proliferation of edge and cloud computing infrastructures as well as the increasing number of mobile devices has facilitated the emergence of many novel applications. However, that increase of complexities also…

Software Engineering · Computer Science 2022-03-15 Hai Dinh-Tuan , Felix Beierle

As ML applications are becoming ever more pervasive, fully-trained systems are made increasingly available to a wide public, allowing end-users to submit queries with their own data, and to efficiently retrieve results. With increasingly…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-01 Daniela Loreti , Marco Lippi , Paolo Torroni

Integrating multiple generative foundation models, especially those trained on different modalities, into something greater than the sum of its parts poses significant challenges. Two key hurdles are the availability of aligned data…

Machine Learning · Computer Science 2024-06-03 Vicky Zayats , Peter Chen , Melissa Ferrari , Dirk Padfield

Multi-access Edge Computing (MEC) will enable context-aware services for users of mobile 4G/5G networks. MEC application developers need tools to aid the design and the performance evaluation of their apps. During the early stages of…

Networking and Internet Architecture · Computer Science 2022-03-28 Alessandro Noferi , Giovanni Nardini , Giovanni Stea , Antonio Virdis

Next-generation mobile core networks are required to be scalable and capable of efficiently utilizing heterogeneous bare metal resources that may include edge servers. To this end, microservice-based solutions where control plane procedures…

Networking and Internet Architecture · Computer Science 2024-01-18 Andrea Tassi , Daniel Warren , Yue Wang , Deval Bhamare , Rasoul Behravesh

Microservice architectures have gained popularity as one of the preferred architectural approaches to develop large-scale systems, replacing the monolith architecture approach. Similarly, strategic Domain-Driven Design (DDD) gained traction…

Software Engineering · Computer Science 2024-07-04 Miguel Levezinho , Stefan Kapferer , Olaf Zimmermann , António Rito Silva

This paper introduces LLMServingSim2.0, a system simulator designed for exploring heterogeneous hardware in large-scale LLM serving systems. LLMServingSim2.0 addresses two key limitations of its predecessor: (1) integrating hardware models…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-11 Jaehong Cho , Hyunmin Choi , Jongse Park

In the era of Internet of Things (IoT), Digital Twin (DT) is envisioned to empower various areas as a bridge between physical objects and the digital world. Through virtualization and simulation techniques, multiple functions can be…

Machine Learning · Computer Science 2023-07-14 Ziru Zhang , Xuling Zhang , Guangzhi Zhu , Yuyang Wang , Pan Hui

We study a mismatch between the deep learning recommendation models' flat architecture, common distributed training paradigm and hierarchical data center topology. To address the associated inefficiencies, we propose Disaggregated…

The microservice software architecture is more scalable and efficient than its monolithic predecessor. Despite its increasing adoption, microservices might expose security concerns and issues that are distinct from those associated with…

TopoEdge is a topology-grounded, edge-deployable framework for end-to-end software-defined networking (SDN) configuration generation and repair, motivated by the brittleness of configuration artefacts under topology variation and by strict…

Software Engineering · Computer Science 2026-03-03 Haomin Qi , Bohan Liu , Zihan Dai , Yunkai Gao

To fully harness Grids, users or middlewares must have some knowledge on the topology of the platform interconnection network. As such knowledge is usually not available, one must uses tools which automatically build a topological network…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-06-28 Lionel Eyraud-Dubois , Arnaud Legrand , Martin Quinson , Frédéric Vivien

Modern applications demand high performance and cost efficient database management systems (DBMSs). Their workloads may be diverse, ranging from online transaction processing to analytics and decision support. The cloud infrastructure…

The availability of powerful microprocessors and high-speed networks as commodity components has enabled high performance computing on distributed systems (wide-area cluster computing). In this environment, as the resources are usually…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-18 Rajkumar Buyya , David Abramson , Jon Giddy

Distributed computing is increasingly being viewed as the next phase of Large Scale Distributed Systems (LSDSs). However, the vision of large scale resource sharing is not yet a reality in many areas - Grid computing is an evolving area of…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-10-16 Florin Pop , Ciprian Mihai Dobre , Alexandru Costan , Mugurel Ionut Andreica , Eliana-Dina Tirsa , Corina Stratan , Valentin Cristea

The microservice architecture allows developers to divide the core functionality of their software system into multiple smaller services. However, this architectural style also makes it harder for them to debug and assess whether the…

Software Engineering · Computer Science 2024-01-24 Clinton Cao , Simon Schneider , Nicolás E. Díaz Ferreyra , Sicco Verwer , Annibale Panichella , Riccardo Scandariato