[PDF][PDF] Make tcp great (again?!) in cellular networks: A deep reinforcement learning approach

S Abbasloo, CY Yen, HJ Chao - arXiv preprint arXiv:1912.11735, 2019 - researchgate.net
Can we instead of designing just another new TCP, design a TCP plug-in which can boost
the performance of the existing/future TCP designs in cellular networks? To answer this …

Deep Reinforcement Learning Based TCP Congestion Control in UAV Assisted Wireless Networks

Y Feng, Y Wang, B Zhang… - … Conference on Wireless …, 2023 - ieeexplore.ieee.org
In this paper, the problem of congestion control is studied for transmission control protocol
(TCP) in an unmanned aerial vehicles (UAVs) assisted wireless network (UAWN). In the …

Glider: rethinking congestion control with deep reinforcement learning

Z Xia, L Wu, F Wang, X Liao, H Hu, J Wu, D Wu - World Wide Web, 2023 - Springer
Traditional congestion control protocols may fail to achieve consistently-high performance
over a wide range of networking environments as their hardwired policies are optimized …

Fairness enhancement of TCP congestion control using reinforcement learning

SJ Seo, YZ Cho - … on Artificial Intelligence in Information and …, 2022 - ieeexplore.ieee.org
In TCP congestion control research, the use of machine learning to solve the issue of
unused link bandwidth and to improve performance, such as maximizing link utilization or …

Dynamic TCP initial windows and congestion control schemes through reinforcement learning

X Nie, Y Zhao, Z Li, G Chen, K Sui… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Despite many years of improvements to it, TCP still suffers from an unsatisfactory
performance. For services dominated by short flows (eg, web search and e-commerce), TCP …

[HTML][HTML] TCP NCE: A unified solution for non-congestion events to improve the performance of TCP over wireless networks

P Sreekumari, SH Chung - EURASIP Journal on Wireless …, 2011 - Springer
In this article, we propose a unified solution called Transmission Control Protocol (TCP) for
Non-Congestion Events (TCP NCE), to overcome the performance degradation of TCP due …

Experience-driven congestion control: When multi-path TCP meets deep reinforcement learning

Z Xu, J Tang, C Yin, Y Wang… - IEEE Journal on Selected …, 2019 - ieeexplore.ieee.org
In this paper, we aim to study networking problems from a whole new perspective by
leveraging emerging deep learning, to develop an experience-driven approach, which …

TCP CERL: Congestion control enhancement over wireless networks

H El-Ocla - Wireless Networks, 2010 - Springer
In this paper, we propose and verify a modified version of TCP Reno that we call TCP
Congestion Control Enhancement for Random Loss (CERL). We compare the performance …

Wanna make your TCP scheme great for cellular networks? Let machines do it for you!

S Abbasloo, CY Yen, HJ Chao - IEEE Journal on Selected …, 2020 - ieeexplore.ieee.org
Can we instead of designing yet another new TCP algorithm, design a TCP plug-in that can
enable machines to automatically boost the performance of the existing/future TCP designs …

RLCC: practical learning-based congestion control for the internet

Z Xia, J Wu, L Wu, J Yuan, J Zhang… - … Joint Conference on …, 2021 - ieeexplore.ieee.org
With the networks becoming complex, traditional congestion control protocols face
increasing challenges in providing high-quality services for users. Traditional TCP and its …