Leveraging deep reinforcement learning for traffic engineering: A survey

Y **ao, J Liu, J Wu, N Ansari - IEEE Communications Surveys & …, 2021 - ieeexplore.ieee.org
After decades of unprecedented development, modern networks have evolved far beyond
expectations in terms of scale and complexity. In many cases, traditional traffic engineering …

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 …

Experimental evaluation of multipath TCP schedulers

C Paasch, S Ferlin, O Alay, O Bonaventure - Proceedings of the 2014 …, 2014 - dl.acm.org
Today many end hosts are equipped with multiple interfaces. These interfaces can be
utilized simultaneously by multipath protocols to pool resources of the links in an efficient …

BLEST: Blocking estimation-based MPTCP scheduler for heterogeneous networks

S Ferlin, Ö Alay, O Mehani… - 2016 IFIP networking …, 2016 - ieeexplore.ieee.org
With the widespread availability of multi-homed devices, multipath transport protocols such
as MPTCP are becoming increasingly relevant to support better use of multiple connectivity …

WiFi, LTE, or both? Measuring multi-homed wireless internet performance

S Deng, R Netravali, A Sivaraman… - Proceedings of the 2014 …, 2014 - dl.acm.org
Over the past two or three years, wireless cellular networks have become faster than before,
most notably due to the deployment of LTE, HSPA+, and other similar networks. LTE …

SmartCC: A reinforcement learning approach for multipath TCP congestion control in heterogeneous networks

W Li, H Zhang, S Gao, C Xue… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
The Multipath TCP (MPTCP) protocol has been standardized by the IETF as an extension of
conventional TCP, which enables multi-homed devices to establish multiple paths for …

Multipath transmission for the internet: A survey

M Li, A Lukyanenko, Z Ou, A Ylä-Jääski… - … Surveys & Tutorials, 2016 - ieeexplore.ieee.org
Smart devices equipped with multiple network interfaces are becoming commonplace.
Nevertheless, even though multiple interfaces can be used to connect to the Internet, their …

ReLeS: A neural adaptive multipath scheduler based on deep reinforcement learning

H Zhang, W Li, S Gao, X Wang… - IEEE INFOCOM 2019 …, 2019 - ieeexplore.ieee.org
The Multipath TCP (MPTCP) protocol, featured by its ability of capacity aggregation across
multiple links and connectivity maintenance against single-path failure, has been attracting …

FMTCP: A fountain code-based multipath transmission control protocol

Y Cui, L Wang, X Wang, H Wang… - IEEE/ACM Transactions …, 2014 - ieeexplore.ieee.org
Ideally, the throughput of a Multipath TCP (MPTCP) connection should be as high as that of
multiple disjoint single-path TCP flows. In reality, the throughput of MPTCP is far lower than …

On the benefits of applying experimental design to improve multipath TCP

C Paasch, R Khalili, O Bonaventure - … of the ninth ACM conference on …, 2013 - dl.acm.org
Many scientific disciplines rely on" Experimental Design" to study various types of systems.
Experimental design refers to a planned approach to experimentation that tries to provide …