Split computing and early exiting for deep learning applications: Survey and research challenges

Y Matsubara, M Levorato, F Restuccia - ACM Computing Surveys, 2022‏ - dl.acm.org
Mobile devices such as smartphones and autonomous vehicles increasingly rely on deep
neural networks (DNNs) to execute complex inference tasks such as image classification …

[HTML][HTML] A survey on vehicular task offloading: Classification, issues, and challenges

M Ahmed, S Raza, MA Mirza, A Aziz, MA Khan… - Journal of King Saud …, 2022‏ - Elsevier
Emerging vehicular applications with strict latency and reliability requirements pose high
computing requirements, and current vehicles' computational resources are not adequate to …

AI and 6G into the metaverse: Fundamentals, challenges and future research trends

M Zawish, FA Dharejo, SA Khowaja… - IEEE Open Journal …, 2024‏ - ieeexplore.ieee.org
Since Facebook was renamed Meta, a lot of attention, debate, and exploration have
intensified about what the Metaverse is, how it works, and the possible ways to exploit it. It is …

A survey on recent advances in transport layer protocols

M Polese, F Chiariotti, E Bonetto… - … Surveys & Tutorials, 2019‏ - ieeexplore.ieee.org
Over the years, the Internet has been enriched with new available communication
technologies, for both fixed and mobile networks and devices, exhibiting an impressive …

A survey on the handover management in 5G-NR cellular networks: aspects, approaches and challenges

A Haghrah, MP Abdollahi, H Azarhava… - EURASIP Journal on …, 2023‏ - Springer
With the purpose of providing higher data rate and ultra-reliable and low-latency
communications for the users, employing the small cells in the upcoming Fifth-Generation …

[HTML][HTML] A comprehensive overview of TCP congestion control in 5G networks: Research challenges and future perspectives

J Lorincz, Z Klarin, J Ožegović - Sensors, 2021‏ - mdpi.com
In today's data networks, the main protocol used to ensure reliable communications is the
transmission control protocol (TCP). The TCP performance is largely determined by the used …

[HTML][HTML] End-to-end congestion control approaches for high throughput and low delay in 4G/5G cellular networks

H Haile, KJ Grinnemo, S Ferlin, P Hurtig, A Brunstrom - Computer Networks, 2021‏ - Elsevier
Cellular networks have evolved to support high peak bitrates with low loss rates as observed
by the higher layers. However, applications and services running over cellular networks are …

Bottlefit: Learning compressed representations in deep neural networks for effective and efficient split computing

Y Matsubara, D Callegaro, S Singh… - 2022 IEEE 23rd …, 2022‏ - ieeexplore.ieee.org
Although mission-critical applications require the use of deep neural networks (DNNs), their
continuous execution at mobile devices results in a significant increase in energy …

Head network distillation: Splitting distilled deep neural networks for resource-constrained edge computing systems

Y Matsubara, D Callegaro, S Baidya, M Levorato… - IEEE …, 2020‏ - ieeexplore.ieee.org
As the complexity of Deep Neural Network (DNN) models increases, their deployment on
mobile devices becomes increasingly challenging, especially in complex vision tasks such …

Throughput analysis for TCP over the FSO-based satellite-assisted internet of vehicles

HD Le, PV Trinh, TV Pham, DR Kolev… - IEEE Transactions …, 2021‏ - ieeexplore.ieee.org
Free-space optics (FSO)-based, low-earth orbit (LEO) satellite-assisted Internet of vehicles
(IoVs) has recently attracted research efforts worldwide. For the majority of Internet …