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The need for modern data analytics to combine relational, procedural, and map-reduce-style functional processing is widely recognized. State-of-the-art systems like Spark have added SQL front-ends and relational query optimization, which…

A growth in data volume, combined with increasing demand for real-time analysis (using the most recent data), has resulted in the emergence of database systems that concurrently support transactions and data analytics. These hybrid…

Hardware Architecture · Computer Science 2022-04-26 Amirali Boroumand , Saugata Ghose , Geraldo F. Oliveira , Onur Mutlu

The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

The vision of the upcoming 6G technologies, characterized by ultra-dense network, low latency, and fast data rate is to support Pervasive AI (PAI) using zero-touch solutions enabling self-X (e.g., self-configuration, self-monitoring, and…

Artificial Intelligence · Computer Science 2023-07-24 Emna Baccour , Mhd Saria Allahham , Aiman Erbad , Amr Mohamed , Ahmed Refaey Hussein , Mounir Hamdi

New hardware platforms, e.g. cloud, multi-core, etc., have led to a reconsideration of database system architecture. Our Deuteronomy project separates transactional functionality from data management functionality, enabling a flexible…

Databases · Computer Science 2011-05-24 David Lomet , Kostas Tzoumas , Michael Zwilling

Cross-device Federated Analytics (FA) is a distributed computation paradigm designed to answer analytics queries about and derive insights from data held locally on users' devices. On-device computations combined with other privacy and…

The serverless computing ecosystem is growing due to interest by software engineers. Beside Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) systems, developer-oriented tools such as deployment and debugging frameworks as well…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-14 Josef Spillner

After compilers and operating systems, TSIAs are the third advance in application support. A compiler supports a high level application definition in a programming language. An operating system supports a high level interface to the…

Programming Languages · Computer Science 2021-08-23 Burkhard D. Burow

The increasing use of Internet of Things devices coincides with more communication and data movement in networks, which can exceed existing network capabilities. These devices often process sensor or user information, where data privacy and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Daniel Habenicht , Kevin Kreutz , Soeren Becker , Jonathan Bader , Lauritz Thamsen , Odej Kao

Function as a Service (FaaS) is a new cloud technology with automated resource management. Different from traditional cloud computing, each FaaS cloud function can only run a fixed period of time before being decommissioned. Furthermore,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-22 Kim Long Ngo , Joydeep Mukherjee , Zhen Ming Jiang , Marin Litoiu

The state-of-the-art approach to manage blockchains is to process blocks of transactions in a shared-nothing environment. Although blockchains have the potential to provide various services for high-performance computing (HPC) systems, HPC…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-22 Abdullah Al-Mamun , Dongfang Zhao

Distributed acoustic sensing (DAS) systems generate continuous, ultra-high-channel-count data streams at rates that exceed the capabilities of conventional batch-oriented analysis frameworks. As a result, essential tasks such as interactive…

Geophysics · Physics 2026-05-20 Jintao Li , Weichang Li , Kai Tong , Xaingyu Guo

With the prevalence of applications in cloud, Database as a Service (DBaaS) becomes a promising method to provide cloud applications with reliable and flexible data storage services. It provides a number of interesting features to cloud…

Databases · Computer Science 2018-04-03 Xi Zheng

The growing demand for database systems capable of efficiently managing massive datasets while delivering real-time transaction processing and advanced analytical capabilities has become critical in modern data infrastructure. While…

The Operational Technology Platform as a Service (OTPaaS) initiative provides a structured framework for the efficient management and storage of data. It ensures excellent response times while improving security, reliability, data and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Carlos J Barrios , Yves Denneulin

Distributed Asynchronous Object Store (DAOS) is a novel software-defined object store leveraging Non-Volatile Memory (NVM) devices, designed for high performance. It provides a number of interfaces for applications to undertake I/O, ranging…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-30 Nicolau Manubens , Johann Lombardi , Simon D. Smart , Emanuele Danovaro , Tiago Quintino , Dean Hildebrand , Adrian Jackson

AI deployment increasingly resembles a pipeline of data transformation, fine-tuning, and agent interactions rather than a monolithic LLM job; recent examples include RLHF/RLAIF training and agentic workflows. To cope with this shift, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-03 Junyi Shen , Noppanat Wadlom , Lingfeng Zhou , Dequan Wang , Xu Miao , Lei Fang , Yao Lu

We outline a comprehensive framework for artificial intelligence (AI) Application Operations (AIAppOps), based on real-world experiences from diverse organizations. Data-driven projects pose additional challenges to organizations due to…

Computers and Society · Computer Science 2026-01-13 Daniel Jönsson , Mattias Tiger , Stefan Ekberg , Daniel Jakobsson , Mattias Jonhede , Fredrik Viksten

In resent years, the software ecosystem for numerical simulation still remains fragmented, with different algorithms and discretization methods often implemented in isolation, each with distinct data structures and programming conventions.…

Numerical Analysis · Mathematics 2026-03-10 Yangyang Zheng , Huayi Wei , Yunqing Huang , Chunyu Chen , Tian Tian , Hanbin Liu , Wenbin Wang , Liang He

Running microbenchmark suites often and early in the development process enables developers to identify performance issues in their application. Microbenchmark suites of complex applications can comprise hundreds of individual benchmarks…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-30 Trever Schirmer , Tobias Pfandzelter , David Bermbach