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 …

[HTML][HTML] Modern computing: Vision and challenges

SS Gill, H Wu, P Patros, C Ottaviani, P Arora… - … and Informatics Reports, 2024 - Elsevier
Over the past six decades, the computing systems field has experienced significant
transformations, profoundly impacting society with transformational developments, such as …

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 …

Sizeless: Predicting the optimal size of serverless functions

S Eismann, L Bui, J Grohmann, C Abad… - Proceedings of the …, 2021 - dl.acm.org
Serverless functions are an emerging cloud computing paradigm that is being rapidly
adopted by both industry and academia. In this cloud computing model, the provider …

Serverless computing: What it is, and what it is not?

S Kounev, N Herbst, CL Abad, A Iosup, I Foster… - Communications of the …, 2023 - dl.acm.org
Serverless Computing: What It Is, and What It Is Not? Page 1 FULL AUTOMATION OF IT
infrastructure and the delivery of efficient IT operations as billed services have been long-standing …

Flox: Federated learning with faas at the edge

N Kotsehub, M Baughman, R Chard… - 2022 IEEE 18th …, 2022 - ieeexplore.ieee.org
Federated learning (FL) is a technique for distributed machine learning that enables the use
of siloed and distributed data. With FL, individual machine learning models are trained …

A case study on the stability of performance tests for serverless applications

S Eismann, DE Costa, L Liao, CP Bezemer… - Journal of Systems and …, 2022 - Elsevier
Context: While in serverless computing, application resource management and operational
concerns are generally delegated to the cloud provider, ensuring that serverless …

A structured literature review approach to define serverless computing and function as a service

J Manner - 2023 IEEE 16th International Conference on Cloud …, 2023 - ieeexplore.ieee.org
Nearly a decade ago, the emergence of an event-driven computing model attracted a lot of
attention in industry and academia. This new computing concept has been described with a …

Standards‐based modeling and deployment of serverless function orchestrations using BPMN and TOSCA

V Yussupov, J Soldani, U Breitenbücher… - Software: Practice …, 2022 - Wiley Online Library
Abstract Function‐as‐a‐Service (FaaS) is a cloud service model enabling to implement
serverless applications for a variety of use cases. These range from scheduled calls of …

Rural AI: Serverless-powered federated learning for remote applications

P Patros, M Ooi, V Huang, M Mayo… - IEEE Internet …, 2022 - ieeexplore.ieee.org
With increasing connectivity to support digital services in urban areas, there is a realization
that demand for offering similar capability in rural communities is still limited. To unlock the …