Learning-based real-time transmission control for multi-path TCP networks
The evolution of the Internet of Things and 5G/6G networks is ushered in the exponential
proliferation of mobile devices with multiple wireless interfaces. Multi-Path TCP (MPTCP) is …
proliferation of mobile devices with multiple wireless interfaces. Multi-Path TCP (MPTCP) is …
DeepCC: Multi-agent deep reinforcement learning congestion control for multi-path TCP based on self-attention
With the development of the Internet of Things (IoT) and 5G, there are ubiquitous smart
devices and network functions providing emerging network services efficiently and optimally …
devices and network functions providing emerging network services efficiently and optimally …
Objective-oriented resource pooling in MPTCP: A deep reinforcement learning approach
C Huang, J Zhang, T Huang - 2020 3rd International …, 2020 - ieeexplore.ieee.org
The most important benefit introduced by multi-path TCP (MPTCP) is its ability of resource
pooling. The congestion control algorithm and the packet scheduler in MPTCP work together …
pooling. The congestion control algorithm and the packet scheduler in MPTCP work together …
Experience-driven congestion control: When multi-path TCP meets deep reinforcement learning
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 …
leveraging emerging deep learning, to develop an experience-driven approach, which …
A software defined network based fuzzy normalized neural adaptive multipath congestion control for the internet of things
Multipath Transmission Control Protocol (MPTCP) enables multi-homed devices to establish
multiple simultaneous routes for data transmission. Congestion Control (CC) is a …
multiple simultaneous routes for data transmission. Congestion Control (CC) is a …
Towards AI-enabled traffic management in multipath TCP: A survey
Numerous applications on the web use transmission control protocol (TCP) as a transport
protocol to ensure efficient and fair sharing of network resources among users. With the …
protocol to ensure efficient and fair sharing of network resources among users. With the …
ReLeS: A neural adaptive multipath scheduler based on deep reinforcement learning
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 …
multiple links and connectivity maintenance against single-path failure, has been attracting …
When Classic Meets Intelligence: A Hybrid Multipath Congestion Control Framework
H Yu, J Zheng, Z Du, Y Liu, B Quan… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
Multipath TCP (MPTCP) is a burgeoning transport protocol which enables the server to
transmit the traffic across multiple network interfaces in parallel. Classic MPTCPs have good …
transmit the traffic across multiple network interfaces in parallel. Classic MPTCPs have good …
Breaking the Inertial Thinking: Non-Blocking Multipath Congestion Control Based on the Single-Subflow Reinforcement Learning Model
D Wei, J Zhang, H Li, Y Liu, X Zhang… - … on Network and …, 2024 - ieeexplore.ieee.org
The Multipath TCP (MPTCP) protocol has received more attention due to the increasing
number of terminals with multiple network interfaces. To meet the higher network …
number of terminals with multiple network interfaces. To meet the higher network …
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 …
conventional TCP, which enables multi-homed devices to establish multiple paths for …