AI for next generation computing: Emerging trends and future directions

SS Gill, M Xu, C Ottaviani, P Patros, R Bahsoon… - Internet of Things, 2022 - Elsevier
Autonomic computing investigates how systems can achieve (user) specified “control”
outcomes on their own, without the intervention of a human operator. Autonomic computing …

Serverless computing: state-of-the-art, challenges and opportunities

Y Li, Y Lin, Y Wang, K Ye, C Xu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Serverless computing is growing in popularity by virtue of its lightweight and simplicity of
management. It achieves these merits by reducing the granularity of the computing unit to …

Serverless in the wild: Characterizing and optimizing the serverless workload at a large cloud provider

M Shahrad, R Fonseca, I Goiri, G Chaudhry… - 2020 USENIX annual …, 2020 - usenix.org
Function as a Service (FaaS) has been gaining popularity as a way to deploy computations
to serverless backends in the cloud. This paradigm shifts the complexity of allocating and …

The rise of serverless computing

P Castro, V Ishakian, V Muthusamy… - Communications of the …, 2019 - dl.acm.org
The rise of serverless computing Page 1 44 COMMUNICATIONS OF THE ACM |
DECEMBER 2019 | VOL. 62 | NO. 12 contributed articles ILL US TRA TION B Y PETER …

The serverless computing survey: A technical primer for design architecture

Z Li, L Guo, J Cheng, Q Chen, BS He… - ACM Computing Surveys …, 2022 - dl.acm.org
The development of cloud infrastructures inspires the emergence of cloud-native computing.
As the most promising architecture for deploying microservices, serverless computing has …

Characterizing serverless platforms with serverlessbench

T Yu, Q Liu, D Du, Y Xia, B Zang, Z Lu, P Yang… - Proceedings of the 11th …, 2020 - dl.acm.org
Serverless computing promises auto-scalability and cost-efficiency (in" pay-as-you-go"
manner) for high-productive software development. Because of its virtue, serverless …

Icebreaker: Warming serverless functions better with heterogeneity

RB Roy, T Patel, D Tiwari - Proceedings of the 27th ACM International …, 2022 - dl.acm.org
Serverless computing, an emerging computing model, relies on" warming up" functions prior
to its anticipated execution for faster and cost-effective service to users. Unfortunately …

Architectural implications of function-as-a-service computing

M Shahrad, J Balkind, D Wentzlaff - … of the 52nd annual IEEE/ACM …, 2019 - dl.acm.org
Serverless computing is a rapidly growing cloud application model, popularized by
Amazon's Lambda platform. Serverless cloud services provide fine-grained provisioning of …

{MArk}: Exploiting cloud services for {Cost-Effective},{SLO-Aware} machine learning inference serving

C Zhang, M Yu, W Wang, F Yan - 2019 USENIX Annual Technical …, 2019 - usenix.org
The advances of Machine Learning (ML) have sparked a growing demand of ML-as-a-
Service: developers train ML models and publish them in the cloud as online services to …

The state of serverless applications: Collection, characterization, and community consensus

S Eismann, J Scheuner, E Van Eyk… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Over the last five years, all major cloud platform providers have increased their serverless
offerings. Many early adopters report significant benefits for serverless-based over …