[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 …

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 …

Improving TCP congestion control with machine intelligence

Y Kong, H Zang, X Ma - Proceedings of the 2018 Workshop on Network …, 2018 - dl.acm.org
In a TCP/IP network, a key to ensure efficient and fair sharing of network resources among
its users is the TCP congestion control (CC) scheme. Previously, the design of TCP CC …

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 …

DRLFcc: Deep Reinforcement Learning-empowered Congestion Control Mechanism for TCP Fast Recovery in High Loss Wireless Networks

Y Cao, J Nie, Y Fan, X Shao… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
TCP is currently the most widely used Internet transmission protocol, which is extensively
applied to applications on the Internet to enable reliable data transmission. The TCP …

TCP-Drinc: Smart congestion control based on deep reinforcement learning

K Xiao, S Mao, JK Tugnait - IEEE Access, 2019 - ieeexplore.ieee.org
As wired/wireless networks become more and more complex, the fundamental assumptions
made by many existing TCP variants may not hold true anymore. In this paper, we develop a …

Cross-Layer Congestion Control with Deep Neural Network in Cellular Network

S Huang - 2019 - diva-portal.org
A significant fraction of data traffic is transmitted via cellular networks. When introducing fifth-
generation (5G) radio access technology, the maximum bitrate of the radio link increases …

NEAT-TCP: Generation of TCP congestion control through neuroevolution of augmenting topologies

KL Wallaschek, R Klose, L Almon… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
We present NEAT-TCP, a novel technique to automatically generate congestion control
algorithms in a data-driven fashion while optimizing towards a specified global system utility …

Cellular controlled delay TCP (C2TCP)

S Abbasloo, T Li, Y Xu, HJ Chao - 2018 IFIP Networking …, 2018 - ieeexplore.ieee.org
Cellular networks have special characteristics including highly variable channels, fast
fluctuating capacities, deep per user buffers, self-inflicted queuing delays, radio …

{PCC} vivace:{Online-Learning} congestion control

M Dong, T Meng, D Zarchy, E Arslan, Y Gilad… - … USENIX Symposium on …, 2018 - usenix.org
TCP's congestion control architecture suffers from notoriously bad performance.
Consequently, recent years have witnessed a surge of interest in both academia and …