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 …

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 …

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 …

TCP's congestion control architecture suffers from notoriously bad performance.
Consequently, recent years have witnessed a surge of interest in both academia and …

Multipath Transmission Control Protocol (MPTCP) enables multi-homed devices to establish
multiple simultaneous routes for data transmission. Congestion Control (CC) is a …

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 …

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 …

Next generation network access technologies and Internet applications have increased the
challenge of providing satisfactory quality of experience for users with traditional congestion …

TCP and its variants have suffered from surprisingly poor performance for decades. We
argue the TCP family has little hope of achieving consistent high performance due to a …

Traditional congestion control algorithms were designed with a hardwired heuristic mapping
between packet-level events and predefined control actions in response to these events …