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 …

Deep learning models for cloud, edge, fog, and IoT computing paradigms: Survey, recent advances, and future directions

S Ahmad, I Shakeel, S Mehfuz, J Ahmad - Computer Science Review, 2023 - Elsevier
In recent times, the machine learning (ML) community has recognized the deep learning
(DL) computing model as the Gold Standard. DL has gradually become the most widely …

Dataperf: Benchmarks for data-centric ai development

M Mazumder, C Banbury, X Yao… - Advances in …, 2023 - proceedings.neurips.cc
Abstract Machine learning research has long focused on models rather than datasets, and
prominent datasets are used for common ML tasks without regard to the breadth, difficulty …

Reinforcement learning methods for computation offloading: a systematic review

Z Zabihi, AM Eftekhari Moghadam… - ACM Computing …, 2023 - dl.acm.org
Today, cloud computation offloading may not be an appropriate solution for delay-sensitive
applications due to the long distance between end-devices and remote datacenters. In …

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 …

Cloud programming simplified: A berkeley view on serverless computing

E Jonas, J Schleier-Smith, V Sreekanti, CC Tsai… - arxiv preprint arxiv …, 2019 - arxiv.org
Serverless cloud computing handles virtually all the system administration operations
needed to make it easier for programmers to use the cloud. It provides an interface that …

Computation offloading toward edge computing

L Lin, X Liao, H **, P Li - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
We are living in a world where massive end devices perform computing everywhere and
everyday. However, these devices are constrained by the battery and computational …

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 …

A survey on computation offloading modeling for edge computing

H Lin, S Zeadally, Z Chen, H Labiod, L Wang - Journal of Network and …, 2020 - Elsevier
As a promising technology, edge computing extends computation, communication, and
storage facilities toward the edge of a network. This new computing paradigm opens up new …

Cloudburst: Stateful functions-as-a-service

V Sreekanti, C Wu, XC Lin, J Schleier-Smith… - arxiv preprint arxiv …, 2020 - arxiv.org
Function-as-a-Service (FaaS) platforms and" serverless" cloud computing are becoming
increasingly popular. Current FaaS offerings are targeted at stateless functions that do …