Revisiting edge ai: Opportunities and challenges

T Meuser, L Lovén, M Bhuyan, SG Patil… - IEEE Internet …, 2024 - ieeexplore.ieee.org
Edge artificial intelligence (AI) is an innovative computing paradigm that aims to shift the
training and inference of machine learning models to the edge of the network. This paradigm …

Serverless edge computing—where we are and what lies ahead

P Raith, S Nastic, S Dustdar - IEEE Internet Computing, 2023 - ieeexplore.ieee.org
The edge–cloud continuum combines heterogeneous resources, which are complex to
manage. Serverless edge computing is a suitable candidate to manage the continuum by …

Architectural vision for quantum computing in the edge-cloud continuum

A Furutanpey, J Barzen, M Bechtold… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Quantum processing units (QPUs) are currently exclusively available from cloud vendors.
However, with recent advancements, hosting QPUs will soon be possible everywhere …

Self-provisioning infrastructures for the next generation serverless computing

S Nastic - SN Computer Science, 2024 - Springer
Serverless computing has ushered in a transformative paradigm, with a promise to alleviate
developers from the intricacies of infrastructure management. However, current serverless …

Vate: edge-cloud system for object detection in real-time video streams

M Maresch, S Nastic - … 8th International Conference on Fog and …, 2024 - ieeexplore.ieee.org
In the realm of edge intelligence, emerging video analytics applications are often based on
resource constrained edge devices. These applications need systems which are able to …

Qos-aware deployment of service compositions in 5g-empowered edge-cloud continuum

M Anisetti, F Berto, R Bondaruc - 2023 IEEE 16th International …, 2023 - ieeexplore.ieee.org
Nowadays, modern service compositions are increasingly adopted in critical scenarios
where advanced Quality of Services (QoS) such as low latency, security, and privacy are …

Goldfish: Serverless actors with short-term memory state for the edge-cloud continuum

C Marcelino, J Shahhoud, S Nastic - arXiv preprint arXiv:2412.02867, 2024 - arxiv.org
Serverless Computing is a computing paradigm that provides efficient infrastructure
management and elastic scalability. Serverless functions scale up or down based on …

Towards adaptive asynchronous federated learning for human activity recognition

R Gajanin, A Danilenka, A Morichetta… - arXiv preprint arXiv …, 2024 - arxiv.org
In this work, we tackle the problem of performing multi-label classification in the case of
extremely heterogeneous data and with decentralized Machine Learning. Solving this issue …

Intelligent sampling: A novel approach to optimize workload scheduling in large-scale heterogeneous computing continuum

VC Pujol, A Morichetta, S Nastic - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Scheduling workloads on large-scale infrastructures, such as in the Edge-Cloud continuum
is a challenging task. Usually, the scheduling algorithm considers only a limited sample of …

CWASI: A WebAssembly Runtime Shim for Inter-Function Communication in the Serverless Edge-Cloud Continuum

C Marcelino, S Nastic - 2023 IEEE/ACM Symposium on Edge …, 2023 - ieeexplore.ieee.org
Serverless Computing brings advantages to the Edge-Cloud contin-uum, like simplified
programming and infrastructure management. In composed workflows, where serverless …