[HTML][HTML] AI augmented Edge and Fog computing: Trends and challenges

S Tuli, F Mirhakimi, S Pallewatta, S Zawad… - Journal of Network and …, 2023 - Elsevier
In recent years, the landscape of computing paradigms has witnessed a gradual yet
remarkable shift from monolithic computing to distributed and decentralized paradigms such …

GOSH: Task scheduling using deep surrogate models in fog computing environments

S Tuli, G Casale, NR Jennings - IEEE Transactions on Parallel …, 2021 - ieeexplore.ieee.org
Recently, intelligent scheduling approaches using surrogate models have been proposed to
efficiently allocate volatile tasks in heterogeneous fog environments. Advances like …

MCDS: AI augmented workflow scheduling in mobile edge cloud computing systems

S Tuli, G Casale, NR Jennings - IEEE Transactions on Parallel …, 2021 - ieeexplore.ieee.org
Workflow scheduling is a long-studied problem in parallel and distributed computing (PDC),
aiming to efficiently utilize compute resources to meet user's service requirements. Recently …

Can we find strong lottery tickets in generative models?

S Yeo, Y Jang, J Sohn, D Han, J Yoo - Proceedings of the AAAI …, 2023 - ojs.aaai.org
Yes. In this paper, we investigate strong lottery tickets in generative models, the subnetworks
that achieve good generative performance without any weight update. Neural network …

DRAGON: Decentralized fault tolerance in edge federations

S Tuli, G Casale, NR Jennings - IEEE Transactions on Network …, 2022 - ieeexplore.ieee.org
Edge Federation is a new computing paradigm that seamlessly interconnects the resources
of multiple edge service providers. A key challenge in such systems is the deployment of …

A deep deterministic policy gradient-based method for enforcing service fault-tolerance in mec

T Long, P Chen, Y Xia, Y Ma, X Sun… - Chinese Journal of …, 2024 - ieeexplore.ieee.org
Mobile edge computing (MEC) provides edge services to users in a distributed and on-
demand way. Due to the heterogeneity of edge applications, deploying latency and resource …

Carol: Confidence-aware resilience model for edge federations

S Tuli, G Casale, NR Jennings - 2022 52nd Annual IEEE/IFIP …, 2022 - ieeexplore.ieee.org
In recent years, the deployment of large-scale Inter-net of Things (IoT) applications has
given rise to edge federations that seamlessly interconnect and leverage resources from …

Efficient Training Approaches for Performance Anomaly Detection Models in Edge Computing Environments

D Fernando, MA Rodriguez, P Arroba, L Ismail… - arXiv preprint arXiv …, 2024 - arxiv.org
Microservice architectures are increasingly used to modularize IoT applications and deploy
them in distributed and heterogeneous edge computing environments. Over time, these …

iAnomaly: A Toolkit for Generating Performance Anomaly Datasets in Edge-Cloud Integrated Computing Environments

D Fernando, MA Rodriguez, R Buyya - arXiv preprint arXiv:2411.02868, 2024 - arxiv.org
Microservice architectures are increasingly used to modularize IoT applications and deploy
them in distributed and heterogeneous edge computing environments. Over time, these …

An Empirical Evaluation of Generative Adversarial Nets in Synthesizing X-ray Chest Images

Z Belmekki, J Li, K Jenkins, P Reuter… - 2022 7th International …, 2022 - ieeexplore.ieee.org
In the last decade, Generative Adversarial Nets (GAN) have become a subject of growing
interest in multiple research fields. In this paper, we focus on applications in the medical field …