AI for next generation computing: Emerging trends and future directions
Autonomic computing investigates how systems can achieve (user) specified “control”
outcomes on their own, without the intervention of a human operator. Autonomic computing …
outcomes on their own, without the intervention of a human operator. Autonomic computing …
Serverless computing: state-of-the-art, challenges and opportunities
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 …
management. It achieves these merits by reducing the granularity of the computing unit to …
The serverless computing survey: A technical primer for design architecture
The development of cloud infrastructures inspires the emergence of cloud-native computing.
As the most promising architecture for deploying microservices, serverless computing has …
As the most promising architecture for deploying microservices, serverless computing has …
Batch: Machine learning inference serving on serverless platforms with adaptive batching
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 …
scaling for stateless functions and can potentially facilitate bursty machine learning serving …
Towards demystifying serverless machine learning training
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 …
intensive applications such as ETL, query processing, or machine learning (ML). Several …
Adaptive asynchronous federated learning in resource-constrained edge computing
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 …
massive data in edge computing. However, machine learning faces critical challenges, eg …
Serverless computing: a survey of opportunities, challenges, and applications
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 …
and industry. This paradigm brings benefits such as less operational complexity, a pay-as …
Rise of the planet of serverless computing: A systematic review
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 …
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
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 …
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
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 …
serverless computing framework. Existing serverless platforms are either agnostic to function …