When machine learning meets network management and orchestration in Edge-based networking paradigms

A Shahraki, T Ohlenforst, F Kreyß - Journal of Network and Computer …, 2023 - Elsevier
Caused by the rising of new network types, eg, Internet of Things (IoT), within the last
decade and related challenges like Big Data and data processing delay, new paradigms …

Enabling all in-edge deep learning: A literature review

P Joshi, M Hasanuzzaman, C Thapa, H Afli… - IEEE Access, 2023 - ieeexplore.ieee.org
In recent years, deep learning (DL) models have demonstrated remarkable achievements
on non-trivial tasks such as speech recognition, image processing, and natural language …

DeepEdgeBench: Benchmarking deep neural networks on edge devices

SP Baller, A Jindal, M Chadha… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
EdgeAI (Edge computing based Artificial Intelligence) has been most actively researched for
the last few years to handle variety of massively distributed AI applications to meet up the …

Pushing serverless to the edge with webassembly runtimes

P Gackstatter, PA Frangoudis… - 2022 22nd IEEE …, 2022 - ieeexplore.ieee.org
Serverless computing has become a popular part of the cloud computing model, thanks to
abstracting away infrastructure management and enabling developers to write functions that …

Federated fine-tuning of llms on the very edge: The good, the bad, the ugly

H Woisetschläger, A Erben, S Wang, R Mayer… - Proceedings of the …, 2024 - dl.acm.org
With the emergence of AI regulations, such as the EU AI Act, requirements for simple data
lineage, enforcement of low data bias, and energy efficiency have become a priority for …

Benchmarking deep learning for on-board space applications

M Ziaja, P Bosowski, M Myller, G Gajoch, M Gumiela… - Remote Sensing, 2021 - mdpi.com
Benchmarking deep learning algorithms before deploying them in hardware-constrained
execution environments, such as imaging satellites, is pivotal in real-life applications …

An evaluation of modern accelerator-based edge devices for object detection applications

P Kang, A Somtham - Mathematics, 2022 - mdpi.com
Edge AI is one of the newly emerged application domains where networked IoT (Internet of
Things) devices are deployed to perform AI computations at the edge of the cloud …

Edgefaasbench: Benchmarking edge devices using serverless computing

KR Rajput, CD Kulkarni, B Cho… - … Conference on Edge …, 2022 - ieeexplore.ieee.org
Due to the development of small-size, energy-efficient, and powerful CPUs and GPUs for
single board computers, various edge devices are widely adopted for hosting real-world …

Multi-Access Edge Computing (MEC) Based on MIMO: A Survey

M Zhu, S Gao, G Tu, D Chen - Sensors, 2023 - mdpi.com
With the rapid development of wireless communication technology and the emergence of
intelligent applications, higher requirements have been put forward for data communication …

The SPEC-RG reference architecture for the compute continuum

M Jansen, A Al-Dulaimy… - 2023 IEEE/ACM …, 2023 - ieeexplore.ieee.org
As the next generation of diverse workloads like autonomous driving and augmented/virtual
reality evolves, computation is shifting from cloud-based services to the edge, leading to the …