… To address these challenges, we propose a reinforcement learning model to dynamically
adjust the congestion window using the Actor-Critic method and Temporal Difference learning. …

… by studying the transient behaviors of several congestion control protocols under three
network environment changes. Proposed congestion control protocols in the literature fall into two …

… to our congestion control task since the congestion control task is so time-sensitive that it
needs fine-grained step-by-step incremental updates on value functions to develop satisfactory …

… In this paper, we propose a controller architecture based on … symmetries to perform
congestion control without redundant … different controller implementations, using the congestion …

… For services dominated by long flows (eg, video streaming and file downloading), the
congestion control (CC) scheme manually and statically configured might not offer the best …

… 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 …

… optimal solution based on temporal difference (TD-λ) online learning algorithm. We propose
practical learning method to solve the POMDP-based congestion control problem on the fly. …

… congestion control algorithms, chosen based on their representative approaches to congestion
control… of each protocol serially to minimize temporal differences and by doing 80 bulk …

… by studying the transient behaviors of several congestion control protocols under three
network environment changes. Proposed congestion control protocols in the literature fall into two …

… control of bursty data traffic. This is because the goals of feedback control for data and video
traffic are different. … that have been proposed for data traffic, attempt to prevent congestion …