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Data is found everywhere, from health and human infrastructure to the surge of sensors and the proliferation of internet-connected devices. To meet this challenge, the data engineering field has expanded significantly in recent years in…

分布式、并行与集群计算 · 计算机科学 2026-03-06 Mills Staylor , Arup Kumar Sarker , Gregor von Laszewski , Geoffrey Fox , Yue Cheng , Judy Fox

This paper introduces a family of leaderless Byzantine fault tolerance protocols, built around a metastable mechanism via network subsampling. These protocols provide a strong probabilistic safety guarantee in the presence of Byzantine…

分布式、并行与集群计算 · 计算机科学 2020-08-25 Team Rocket , Maofan Yin , Kevin Sekniqi , Robbert van Renesse , Emin Gün Sirer

The possibility to offload, via a platform-agnostic specification, the execution of (some/part of the) control functions down to the switch and operate them at wire speed based on packet level events, would yield significant benefits in…

网络与互联网体系结构 · 计算机科学 2014-09-02 Giuseppe Bianchi , Marco Bonola , Antonio Capone , Carmelo Cascone , Salvatore Pontarelli

Function-as-a-Service (FaaS) platforms and "serverless" cloud computing are becoming increasingly popular. Current FaaS offerings are targeted at stateless functions that do minimal I/O and communication. We argue that the benefits of…

This review report discusses the cold start latency in serverless inference and existing solutions. It particularly reviews the ServerlessLLM method, a system designed to address the cold start problem in serverless inference for large…

分布式、并行与集群计算 · 计算机科学 2024-11-26 Himel Ghosh

Byzantine fault-tolerant (BFT) web services provide critical integrity guarantees for distributed applications but face significant latency challenges that hinder interactive user experiences. We propose a novel two-layer architecture that…

分布式、并行与集群计算 · 计算机科学 2025-07-14 Ahmad Zaki Akmal , Azkario Rizky Pratama , Guntur Dharma Putra

The traditional cloud-centric approach for Deep Learning (DL) requires training data to be collected and processed at a central server which is often challenging in privacy-sensitive domains like healthcare. Towards this, a new learning…

密码学与安全 · 计算机科学 2021-11-08 Andreas Grafberger , Mohak Chadha , Anshul Jindal , Jianfeng Gu , Michael Gerndt

Blockchain has become particularly popular due to its promise to support business-critical services in very different domains (e.g., retail, supply chains, healthcare). Blockchain systems rely on complex middleware, like Ethereum or…

Transaction-Level Verilog (TL-Verilog) is an emerging extension to SystemVerilog that supports a new design methodology, called transaction-level design. A transaction, in this methodology, is an entity that moves through structures like…

硬件体系结构 · 计算机科学 2018-11-06 Steven Hoover , Ahmed Salman

Large scale data management systems utilize State Machine Replication to provide fault tolerance and to enhance performance. Fault-tolerant protocols are extensively used in the distributed database infrastructure of large enterprises such…

分布式、并行与集群计算 · 计算机科学 2019-06-20 Mohammad Javad Amiri , Sujaya Maiyya , Divyakant Agrawal , Amr El Abbadi

Existing decentralized storage protocols fall short of the service required by real-world applications. Their throughput, latency, cost-effectiveness, and availability are insufficient for demanding workloads such as video streaming,…

分布式、并行与集群计算 · 计算机科学 2025-06-25 Guy Goren , Andrew Hariri , Timothy D. R. Hartley , Ravi Kappiyoor , Alexander Spiegelman , David Zmick

Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Saman Akbari , Manfred Hauswirth

Faults in high-performance systems are expected to be very large in the current exascale computing era. To compensate for a higher failure rate, the standard checkpoint/restart technique would need to create checkpoints at a much higher…

分布式、并行与集群计算 · 计算机科学 2025-04-15 Sarthak Joshi , Sathish Vadhiyar

With this paper, we introduce RESTifAI, an LLM-driven approach for generating reusable, CI/CD ready REST API tests, following the happy-path approach. Unlike existing tools that often focus primarily on internal server errors, RESTifAI…

软件工程 · 计算机科学 2025-12-10 Leon Kogler , Maximilian Ehrhart , Benedikt Dornauer , Eduard Paul Enoiu

Hyperledger Fabric (HLF) is a flexible permissioned blockchain platform designed for business applications beyond the basic digital coin addressed by Bitcoin and other existing networks. A key property of HLF is its extensibility, and in…

密码学与安全 · 计算机科学 2017-09-21 João Sousa , Alysson Bessani , Marko Vukolić

Serverless computing has emerged as a promising alternative to infrastructure- (IaaS) and platform-as-a-service (PaaS)cloud platforms for applications with ample parallelism and intermittent activity. Serverless promises greater resource…

分布式、并行与集群计算 · 计算机科学 2020-01-03 Shannon Joyner , Michael MacCoss , Christina Delimitrou , Hakim Weatherspoon

Distributed Machine Learning refers to the practice of training a model on multiple computers or devices that can be called nodes. Additionally, serverless computing is a new paradigm for cloud computing that uses functions as a…

分布式、并行与集群计算 · 计算机科学 2023-02-28 Amine Barrak , Fabio Petrillo , Fehmi Jaafar

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

分布式、并行与集群计算 · 计算机科学 2020-11-25 Chavit Denninnart

Fault tolerance is critical for distributed stream processing systems, yet achieving error-free fault tolerance often incurs substantial performance overhead. We present AF-Stream, a distributed stream processing system that addresses the…

分布式、并行与集群计算 · 计算机科学 2019-08-13 Zhinan Cheng , Qun Huang , Patrick P. C. Lee

The rise of serverless computing introduced a new class of scalable, elastic and widely available parallel workers in the cloud. Many systems and applications benefit from offloading computations and parallel tasks to dynamically allocated…

分布式、并行与集群计算 · 计算机科学 2025-09-23 Marcin Copik , Lukas Möller , Alexandru Calotoiu , Torsten Hoefler