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Function-as-a-Service (FaaS) offers a streamlined cloud computing paradigm, but existing centralized systems suffer from vendor lock-in and single points of failure. We propose DeFaaS, a decentralized FaaS system leveraging blockchain…

软件工程 · 计算机科学 2024-04-15 Rabimba Karanjai , Lei Xu , Lin Chen , Nour Diallo , Weidong Shi

Modern cloud computing advances have been pressing application modernization in the last 15 years, stressing the need for application redesign towards the use of more distributed and ephemeral resources. From the initial IaaS and PaaS…

Running data analytics queries on serverless (FaaS) workers has been shown to be cost- and performance-efficient for a variety of real-world scenarios, including intermittent query arrival patterns, sudden load spikes and management…

数据库 · 计算机科学 2025-10-30 Shyam Jesalpura , Shengda Zhu , Amir Shaikhha , Antonio Barbalace , Boris Grot

Linux containers have gained high popularity in recent times. This popularity is significantly due to various advantages of containers over Virtual Machines (VM). The containers are lightweight, occupy lesser storage, have fast boot-up…

分布式、并行与集群计算 · 计算机科学 2020-09-21 Akshay Dhumal , Dharanipragada Janakiram

Functions-as-a-Service (FaaS) is a Serverless Cloud paradigm where a platform manages the execution scheduling (e.g., resource allocation, runtime environments) of stateless functions. Recent developments demonstrate the benefits of using…

分布式、并行与集群计算 · 计算机科学 2024-07-22 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Edge enabled Industrial Internet of Things (IIoT) platform is of great significance to accelerate the development of smart industry. However, with the dramatic increase in real-time IIoT applications, it is a great challenge to support fast…

网络与互联网体系结构 · 计算机科学 2022-07-19 Yinzhi Lu , Liu Yang , Simon X. Yang , Qiaozhi Hua , Arun Kumar Sangaiah , Tan Guo , Keping Yu

Federated learning (FL) offers a privacy-preserving paradigm for machine learning, but its application in intrusion detection systems (IDS) within IoT networks is challenged by severe class imbalance, non-IID data, and high communication…

机器学习 · 计算机科学 2025-10-28 Gurpreet Singh , Keshav Sood , P. Rajalakshmi , Yong Xiang

As more applications are being moved to the Cloud thanks to serverless computing, it is increasingly necessary to support native life cycle execution of those applications in the data center. But existing systems either focus on…

分布式、并行与集群计算 · 计算机科学 2020-06-18 Pedro García-López , Aitor Arjona , Josep Sampe , Aleksander Slominski , Lionel Villard

Enterprises want their in-cloud services to leverage the performance and security benefits that middleboxes offer in traditional deployments. Such virtualized deployments create new opportunities (e.g., flexible scaling) as well as new…

网络与互联网体系结构 · 计算机科学 2014-03-13 Aaron Gember , Anand Krishnamurthy , Saul St. John , Robert Grandl , Xiaoyang Gao , Ashok Anand , Theophilus Benson , Vyas Sekar , Aditya Akella

The current trend in end-user devices' advancements in computing and communication capabilities makes edge computing an attractive solution to pave the way for the coveted ultra-low latency services. The success of the edge computing…

网络与互联网体系结构 · 计算机科学 2022-04-15 Sam Aleyadeh , Abdallah Moubayed , Abdallah Shami

Recent advancements in music generation have garnered significant attention, yet existing approaches face critical limitations. Some current generative models can only synthesize either the vocal track or the accompaniment track. While some…

音频与语音处理 · 电气工程与系统科学 2025-03-04 Ziqian Ning , Huakang Chen , Yuepeng Jiang , Chunbo Hao , Guobin Ma , Shuai Wang , Jixun Yao , Lei Xie

Function-as-a-service (FaaS) is a popular serverless computing paradigm for developing event-driven functions that elastically scale on public clouds. FaaS workflows, such as AWS Step Functions and Azure Durable Functions, are composed from…

分布式、并行与集群计算 · 计算机科学 2026-04-28 Varad Kulkarni , Nikhil Reddy , Tuhin Khare , Abhinandan S. Prasad , Chitra Babu , Yogesh Simmhan

The expansion of Artificial Intelligence-generated content service requires diffusion model serving to simultaneously achieve high throughput and low task end-to-end (E2E) latency. However, existing continuous batching methods suffer from…

人工智能 · 计算机科学 2026-05-12 Ziqi Zhou , Peng Yang , Yuxin Liang , Mingliu Liu , Jia Lu

Deterministic databases enable scalable replicated systems by executing transactions in a predetermined order. However, existing designs fail to capture transaction dependencies, leading to insufficient scheduling, high abort rates, and…

数据库 · 计算机科学 2025-09-03 Junfang Huang , Yu Yan , Hongzhi Wang , Yingze Li , Jinghan Lin

Serverless computing, particularly Function-as-a-Service (FaaS), has revolutionized cloud computing by abstracting infrastructure management and enabling dynamic resource allocation. This paper examines the performance and compatibility of…

分布式、并行与集群计算 · 计算机科学 2026-04-23 Ehsan Ataie , Mohammadreza Pooshani , Hossein Aqasizade

To maximize performance, many modern blockchain systems rely on eventually-synchronous, Byzantine fault-tolerant (BFT) consensus protocols. Two protocol designs have emerged in this space: protocols that minimize latency using a leader that…

分布式、并行与集群计算 · 计算机科学 2026-01-21 Qianyu Yu , Giuliano Losa , Nibesh Shrestha , Xuechao Wang

Serverless computing provides infrastructure management and elastic auto-scaling, therefore reducing operational overhead. By design serverless functions are stateless, which means they typically leverage external remote services to store…

分布式、并行与集群计算 · 计算机科学 2025-11-05 Cynthia Marcelino , Thomas Pusztai , Stefan Nastic

The rapid proliferation of LLM agent frameworks has forced developers to choose between vendor lock-in through provider-specific SDKs and complex multi-package ecosystems that obscure control flow and hinder reproducibility. Integrating…

人工智能 · 计算机科学 2026-01-07 Alexander Roman , Jacob Roman

Cloud applications are increasingly shifting from large monolithic services, to large numbers of loosely-coupled, specialized microservices. Despite their advantages in terms of facilitating development, deployment, modularity, and…

分布式、并行与集群计算 · 计算机科学 2021-05-31 Yanqi Zhang , Weizhe Hua , Zhuangzhuang Zhou , Edward Suh , Christina Delimitrou

The growing complexity of embedded systems creates tension between rich functionality and strict resource and real-time constraints. Traditional monolithic operating system and hypervisor designs suffer from resource bloat and unpredictable…