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Transactional data structure libraries (TDSL) combine the ease-of-programming of transactions with the high performance and scalability of custom-tailored concurrent data structures. They can be very efficient thanks to their ability to…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-17 Gal Assa , Hagar Meir , Guy Golan-Gueta , Idit Keidar , Alexander Spiegelman

While ML model training and inference are both GPU-intensive, CPU-based data processing is often the bottleneck. Distributed data processing systems based on the batch or stream processing models assume homogeneous resource requirements.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-23 Frank Sifei Luan , Ron Yifeng Wang , Yile Gu , Ziming Mao , Charlotte Lin , Amog Kamsetty , Hao Chen , Cheng Su , Balaji Veeramani , Scott Lee , SangBin Cho , Clark Zinzow , Eric Liang , Ion Stoica , Stephanie Wang

The exponential growth in smart sensors and rapid progress in 5G networks is creating a world awash with data streams. However, a key barrier to building performant multi-sensor, distributed stream processing applications is high…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-10 Giuseppe Coviello , Kunal Rao , Murugan Sankaradas , Srimat Chakradhar

The scaling of Large Language Model (LLM) services faces significant cost and latency challenges, making effective caching under tight capacity crucial. Existing cache replacement policies, from heuristics to learning-based methods,…

Databases · Computer Science 2026-02-26 Yuchong Wu , Zihuan Xu , Wangze Ni , Peng Cheng , Lei Chen , Xuemin Lin , Heng Tao Shen , Kui Ren

This paper introduces a microservices architecture for the purpose of enhancing the flexibility and performance of an airline reservation system. The architectural design incorporates Redis cache technologies, two different messaging…

Computational Engineering, Finance, and Science · Computer Science 2024-11-01 Biman Barua , M. Shamim Kaiser

Developers require accurate descriptions of REpresentational State Transfer (REST) Application Programming Interfaces (APIs) for a successful interaction between web services. The OpenAPI Specification (OAS) has become the de facto standard…

Software Engineering · Computer Science 2024-11-01 Alexander Lercher , Christian Macho , Clemens Bauer , Martin Pinzger

Resource provisioning in multi-tenant stream processing systems faces the dual challenges of keeping resource utilization high (without over-provisioning), and ensuring performance isolation. In our common production use cases, where…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-08 Le Xu , Shivaram Venkataraman , Indranil Gupta , Luo Mai , Rahul Potharaju

Interactive data-intensive applications are becoming ever more pervasive in domains such as finance, web applications, mobile computing, and Internet of Things. Increasingly, these applications are being deployed in sophisticated parallel…

Databases · Computer Science 2018-09-11 Vivek Shah , Marcos Antonio Vaz Salles

Storing XML documents in a relational database is a promising solution because relational databases are mature and scale very well and they have the advantages that in a relational database XML data and structured data can coexist making it…

Databases · Computer Science 2012-03-30 Mohammed Adam Ibrahim Fakharaldien , Jasni Mohamed Zain , Norrozila Sulaiman

Reusable data/code and reproducible analyses are foundational to quality research. This aspect, however, is often overlooked when designing interactive stream analysis workflows for time-series data (e.g., eye-tracking data). A mechanism to…

Databases · Computer Science 2022-06-20 Yasith Jayawardana , Vikas G. Ashok , Sampath Jayarathna

RESTful APIs based on HTTP are one of the most important ways to make data and functionality available to applications and software services. However, the quality of the API design strongly impacts API understandability and usability, and…

Software Engineering · Computer Science 2024-09-12 Justus Bogner , Sebastian Kotstein , Daniel Abajirov , Timothy Ernst , Manuel Merkel

This paper argues for decoupling transaction processing from existing two-layer cloud-native databases and making transaction processing as an independent service. By building a transaction as a service (TaaS) layer, the transaction…

Databases · Computer Science 2023-11-15 Yanfeng Zhang , Weixing Zhou , Yang Ren , Sihao Li , Guoliang Li , Ge Yu

We introduce Retrieval-Based Speculative Decoding (REST), a novel algorithm designed to speed up language model generation. The key insight driving the development of REST is the observation that the process of text generation often…

Computation and Language · Computer Science 2024-04-05 Zhenyu He , Zexuan Zhong , Tianle Cai , Jason D. Lee , Di He

Real-world data from diverse domains require real-time scalable analysis. Large-scale data processing frameworks or engines such as Hadoop fall short when results are needed on-the-fly. Apache Spark's streaming library is increasingly…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-02 Janak Dahal , Elias Ioup , Shaikh Arifuzzaman , Mahdi Abdelguerfi

Modern heterogeneous supercomputing systems are comprised of CPUs, GPUs, and high-speed network interconnects. Communication libraries supporting efficient data transfers involving memory buffers from the GPU memory typically require the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-29 Naveen Namashivayam , Krishna Kandalla , James B White , Larry Kaplan , Mark Pagel

In this article we start from the observation that REST services are the most used as tools of interoperability and orchestration in the Internet of Things (IoT). But REST does not make it possible to inject artificial intelligence into…

RESTful APIs are arguably the most popular endpoints for accessing Web services. Blackbox testing is one of the emerging techniques for ensuring the reliability of RESTful APIs. The major challenge in testing RESTful APIs is the need for…

Software Engineering · Computer Science 2022-06-28 Yi Liu , Yuekang Li , Gelei Deng , Yang Liu , Ruiyuan Wan , Runchao Wu , Dandan Ji , Shiheng Xu , Minli Bao

The requirements for OLTP database systems are becoming ever more demanding. Domains such as finance and computer games increasingly mandate that developers be able to encode complex application logic and control transaction latencies in…

Databases · Computer Science 2018-05-14 Vivek Shah , Marcos Antonio Vaz Salles

RESTful services on the Web expose information through retrievable resource representations that represent self-describing descriptions of resources, and through the way how these resources are interlinked through the hyperlinks that can be…

Artificial Intelligence · Computer Science 2010-06-15 Rosa Alarcon , Erik Wilde

Devices and sensors generate streams of data across a diversity of locations and protocols. That data usually reaches a central platform that is used to store and process the streams. Processing can be done in real time, with…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-07 Álvaro Villalba , David Carrera