[HTML][HTML] A comprehensive survey on machine learning for networking: evolution, applications and research opportunities

R Boutaba, MA Salahuddin, N Limam, S Ayoubi… - Journal of Internet …, 2018 - Springer
Abstract Machine Learning (ML) has been enjoying an unprecedented surge in applications
that solve problems and enable automation in diverse domains. Primarily, this is due to the …

When machine learning meets congestion control: A survey and comparison

H Jiang, Q Li, Y Jiang, GB Shen, R Sinnott, C Tian… - Computer Networks, 2021 - Elsevier
Abstract Machine learning has seen a significant surge and uptake across many diverse
applications. The high flexibility, adaptability, and computing capabilities it provides extend …

Owl: Congestion control with partially invisible networks via reinforcement learning

A Sacco, M Flocco, F Esposito… - IEEE INFOCOM 2021 …, 2021 - ieeexplore.ieee.org
Years of research on transport protocols have not solved the tussle between in-network and
end-to-end congestion control. This debate is due to the variance of conditions and …

Partially oblivious congestion control for the internet via reinforcement learning

A Sacco, M Flocco, F Esposito… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Despite years of research on transport protocols, the tussle between in-network and end-to-
end congestion control has not been solved. This debate is due to the variance of conditions …

TCP-Gvegas with prediction and adaptation in multi-hop ad hoc networks

H Jiang, Y Luo, QY Zhang, MY Yin, C Wu - Wireless Networks, 2017 - Springer
TCP Vegas performance can be improved since its rate-based congestion control
mechanism could proactively avoid possible congestion and packet losses in multi-hop ad …

Vivace-Distributed: A novel congestion control mechanism for JointCloud environments

J Shi, B Yi, X Wang, M Huang, P Li, C Zeng… - Future Generation …, 2023 - Elsevier
As the customer base of cloud computing services continues to grow, the demand for
providing cloud resources in an economic manner has become increasingly important. To …

An improved congestion avoidance control model for TCP Vegas based on Ad Hoc networks

Y Luo, M Yin, H Jiang, S Ma - The 26th Chinese Control and …, 2014 - ieeexplore.ieee.org
The congestion control of TCP Vegas is more stable and brilliant than other TCP versions
such as Westwood Plus because of the congestion control before collision in Ad Hoc …

A feedback aware reliable transport protocol with improved window increment mechanism for inter vehicular wireless network

MJA Jude, VC Diniesh, M Shivaranjani… - Wireless Personal …, 2018 - Springer
In recent years, inter vehicular networking technologies are gaining momentum due to its
merger with wireless internet through infrastructure gateways. A large quantity of internet …

Towards Autonomous Computer Networks in Support of Critical Systems

A Sacco, G Marchetto - NOMS 2023-2023 IEEE/IFIP Network …, 2023 - ieeexplore.ieee.org
A recent trend dictating evolution of management and orchestration of computer networks is
constituted by the softwarization and virtualization of them, which have drastically simplified …

[PDF][PDF] Simulation-Based Comparisons of TCP Congestion Control

EA Khalil - International Journal of Advances in Engineering & …, 2012 - Citeseer
It is well known that the Transmission Control Protocol (TCP) congestion control has formed
the backbone of the Internet stability and has well tuned over years. Today the situation has …