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Network is a major bottleneck in modern cloud databases that adopt a storage-disaggregation architecture. Computation pushdown is a promising solution to tackle this issue, which offloads some computation tasks to the storage layer to…

Databases · Computer Science 2024-01-02 Yifei Yang , Xiangyao Yu , Marco Serafini , Ashraf Aboulnaga , Michael Stonebraker

A fundamental challenge in large-scale cloud networks and data centers is to achieve highly efficient server utilization and limit energy consumption, while providing excellent user-perceived performance in the presence of uncertain and…

Probability · Mathematics 2017-06-23 Debankur Mukherjee , Souvik Dhara , Sem Borst , Johan S. H. van Leeuwaarden

Online services are commonly implemented with a scalable microservice architecture, where isomorphic workers process client requests, recording persistent state in a backend data store. To maintain service, modifications to service…

Programming Languages · Computer Science 2025-12-08 Devora Chait-Roth , Kedar S. Namjoshi , Thomas Wies

In the ever-shifting landscape of software engineering, we recognize the need for adaptation and evolution to maintain system dependability. As each software iteration potentially introduces new challenges, from unforeseen bugs to…

Software Engineering · Computer Science 2024-07-11 Nazanin Akhtarian , Hamzeh Khazaei , Marin Litoiu

Actual applications (mostly component based) requirements cannot be expressed without a ubiquitous and mobile part for end-users as well as for M2M applications (Machine to Machine). Such an evolution implies context management in order to…

Software Engineering · Computer Science 2009-09-14 Marc Dalmau , Philippe Roose , Sophie Laplace

Internet-enabled things and devices operating in the physical world are increasingly integrated in modern distributed systems, supporting functionalities that require assurances that certain critical requirements are satisfied by the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-24 Christos Tsigkanos , Martin Garriga , Luciano Baresi , Carlo Ghezzi

Trends such as cloud computing raise issues regarding stable and uniform quality assurance and validation of software requirements. Current QA frameworks are poorly defined, often not automated, and lack the flexibility needed for…

Software Engineering · Computer Science 2025-02-20 Mohammed Alharbi , RJ Qureshi

Cloud-native and microservice architectures have taken over the development world by storm. While being incredibly scalable and resilient, microservice architectures also come at the cost of increased overhead to build and maintain.…

Software Engineering · Computer Science 2024-04-16 Jacoby Johnson , Subash Kharel , Alan Mannamplackal , Amr S. Abdelfattah , Tomas Cerny

Content-delivery applications can achieve scalability and reduce wide-area network traffic using geographically distributed caches. However, each deployed cache has an associated cost, and under time-varying request rates (e.g., a daily…

Networking and Internet Architecture · Computer Science 2021-12-30 Niklas Carlsson , Derek Eager

While cloud environments and auto-scaling solutions have been widely applied to traditional monolithic applications, they face significant limitations when it comes to microservices-based architectures. Microservices introduce additional…

Software Engineering · Computer Science 2025-02-03 Majid Dashtbani , Ladan Tahvildari

In cloud computing management, the dynamic adaptation of computing resource allocations under time-varying workload is an active domain of investigation. Several control strategies were already proposed. Here the model-free control setting…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-10 Maria Bekcheva , Michel Fliess , Cédric Join , Alireza Moradi , Hugues Mounier

Artificial Intelligence (AI) and Internet of Things (IoT) applications are rapidly growing in today's world where they are continuously connected to the internet and process, store and exchange information among the devices and the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-01 Saravanan Ramanathan , Nitin Shivaraman , Seima Suryasekaran , Arvind Easwaran , Etienne Borde , Sebastian Steinhorst

Serverless computing is an emerging Cloud service model. It is currently gaining momentum as the next step in the evolution of hosted computing from capacitated machine virtualisation and microservices towards utility computing. The term…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-11 Manuel Stein

We address the problem of compactly storing a large number of versions (snapshots) of a collection of keyed documents or records in a distributed environment, while efficiently answering a variety of retrieval queries over those, including…

Databases · Computer Science 2018-02-26 Souvik Bhattacherjee , Amol Deshpande

Technologies for composition of loosely-coupled web services in a modular and flexible way are in high demand today. On the one hand, the services must be flexible enough to be reused in a variety of contexts. On the other hand, they must…

Software Engineering · Computer Science 2016-10-28 Pavel Zaichenkov , Olga Tveretina , Alex Shafarenko

The widespread adoption of transfer learning has revolutionized machine learning by enabling efficient adaptation of pre-trained models to new domains. However, the reliability of these adaptations remains poorly understood, particularly…

Machine Learning · Computer Science 2025-09-01 Prabhav Singh , Jessica Sorrell

The evolution of computer architecture has led to a paradigm shift from traditional single-core processors to multi-core and domain-specific architectures that address the increasing demands of modern computational workloads. This paper…

This article presents the design of an open-API-based explainable AI (XAI) service to provide feature contribution explanations for cloud AI services. Cloud AI services are widely used to develop domain-specific applications with precise…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-07 Zerui Wang , Yan Liu , Jun Huang

Edge AI is often framed as model compression and deployment under tight constraints. We argue a stronger operational thesis: Edge AI in realistic deployments is necessarily adaptive. In long-horizon operation, a fixed (non-adaptive)…

Hardware Architecture · Computer Science 2026-04-10 Fabrizio Pittorino , Manuel Roveri

The adoption of heterogeneous computing systems based on diverse architectures to achieve exascale computing power has worsened the performance portability problem of scientific applications that were designed to run on these platforms. To…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-17 Ami Marowka