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 …

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 …

Batch: Machine learning inference serving on serverless platforms with adaptive batching

A Ali, R Pinciroli, F Yan, E Smirni - … International Conference for …, 2020 - ieeexplore.ieee.org
Serverless computing is a new pay-per-use cloud service paradigm that automates resource
scaling for stateless functions and can potentially facilitate bursty machine learning serving …

Towards demystifying serverless machine learning training

J Jiang, S Gan, Y Liu, F Wang, G Alonso… - Proceedings of the …, 2021 - dl.acm.org
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 …

Adaptive asynchronous federated learning in resource-constrained edge computing

J Liu, H Xu, L Wang, Y Xu, C Qian… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Federated learning (FL) has been widely adopted to train machine learning models over
massive data in edge computing. However, machine learning faces critical challenges, eg …

Serverless computing: a survey of opportunities, challenges, and applications

H Shafiei, A Khonsari, P Mousavi - ACM Computing Surveys, 2022 - dl.acm.org
The emerging serverless computing paradigm has attracted attention from both academia
and industry. This paradigm brings benefits such as less operational complexity, a pay-as …

Rise of the planet of serverless computing: A systematic review

J Wen, Z Chen, X **, X Liu - ACM Transactions on Software …, 2023 - dl.acm.org
Serverless computing is an emerging cloud computing paradigm, being adopted to develop
a wide range of software applications. It allows developers to focus on the application logic …

On the faas track: Building stateful distributed applications with serverless architectures

D Barcelona-Pons, M Sánchez-Artigas… - Proceedings of the 20th …, 2019 - dl.acm.org
Serverless computing is an emerging paradigm that greatly simplifies the usage of cloud
resources and suits well to many tasks. Most notably, Function-as-a-Service (FaaS) enables …

Xanadu: Mitigating cascading cold starts in serverless function chain deployments

N Daw, U Bellur, P Kulkarni - Proceedings of the 21st International …, 2020 - dl.acm.org
Organization of tasks as workflows are an essential feature to expand the applicability of the
serverless computing framework. Existing serverless platforms are either agnostic to function …