MARS: an adaptive multi-agent DRL-based scheduler for multipath QUIC in dynamic networks

X Han, B Han, R Li, X Ji - 2023 IEEE/ACM 31st International …, 2023 - ieeexplore.ieee.org
The multipath extension of the Quick UDP Internet Connection (QUIC) protocol, also called
MPQUIC, is currently attracting increasing attention from both industry and academia. The …

Learned internet congestion control for short video uploading

T Huang, C Zhou, L Jia, RX Zhang, L Sun - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Short video uploading service has become increasingly important, as at least 30 million
videos are uploaded per day. However, we find that existing congestion control (CC) …

Multi-Agent DRL-based Multipath Scheduling for Video Streaming with QUIC

X Han, B Han, J Li, C Song - ACM Transactions on Multimedia …, 2024 - dl.acm.org
The popularization of video streaming brings challenges in satisfying diverse Quality of
Service (QoS) requirements. The multipath extension of the Quick UDP Internet Connection …

Integrating Smart Computility for Subflow Orchestration in Remote Virtual Services

L Wang, W Su, F Song, II You - IEEE Journal of Biomedical and …, 2023 - ieeexplore.ieee.org
The burgeoning domain of the metaverse has sparked significant interest from a diverse
array of industries, including healthcare services. However, the metaverse and its …

From Ember to Blaze: Swift Interactive Video Adaptation via Meta-Reinforcement Learning

X Xiao, M Yan, Y Zuo, B Liu, P Ruan… - … -IEEE Conference on …, 2023 - ieeexplore.ieee.org
Maximizing quality of experience (QoE) for interactive video streaming has been a long-
standing challenge, as its delay-sensitive nature makes it more vulnerable to bandwidth …

Adaptive Service Provisioning for Dynamic Resource Allocation in Network Digital Twin

Y Ma, F Song, G Pau, I You, H Zhang - IEEE Network, 2023 - ieeexplore.ieee.org
The extant physical networks are swiftly undergoing transformation, furnishing heightened
bandwidth, diminished latency, and deterministic network services tailored for industries …

Context-Aware Cross-Layer Congestion Control for Large-Scale Live Streaming

D Yuan, W Zhang, Y Qiu, H Huang… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
Live video streaming has come to dominate today's Internet traffic. Content Delivery Network
(CDN) providers, responsible for hosting outsourced live streaming services, are now …

[PDF][PDF] 面向多目标的一体化融合网络体系结构

崔勇, 张蕾, 马川 - 电子学报, 2023 - ejournal.org.cn
随着网络空间重要性日益增强, 其涵盖范畴也在不断延展. 除了传统互联网支持全球网络空间
互联互通之外, 还存在不同形式的有限域网络, 例如空间卫星网络, 工业互联网, 数据中心网络等 …

OLNC: Online Learning of Network Conditions for Adaptive Video Streaming

C Zhang, J Yin, Y Xu, H Chen… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
State-of-the-art adaptive bit rate (ABR) strategies, either learning-based or condition-wised
approaches, resort to pre-training one or more ABR decision models offline in a simulator …