Learning tailored adaptive bitrate algorithms to heterogeneous network conditions: A domain-specific priors and meta-reinforcement learning approach

T Huang, C Zhou, RX Zhang, C Wu… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Internet adaptive video streaming is a typical form of video delivery that leverages adaptive
bitrate (ABR) algorithms to provide video services with high quality of experience (QoE) for …

Chorus: Coordinating Mobile Multipath Scheduling and Adaptive Video Streaming

G Lv, Q Wu, Y Liu, Z Li, Q Tan, F Yang… - Proceedings of the 30th …, 2024 - dl.acm.org
Increasing bandwidth demands of mobile video streaming pose a challenge in optimizing
the Quality of Experience (QoE) for better user engagement. Multipath transmission …

Optimizing Adaptive Video Streaming with Human Feedback

T Huang, RX Zhang, C Wu, L Sun - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Quality of Experience (QoE)-driven adaptive bitrate (ABR) algorithms are typically optimized
using QoE models that are based on the mean opinion score (MOS), while such principles …

QoS-driven Contextual MAB for MPQUIC Supporting Video Streaming in Mobile Networks

W Yang, L Cai, S Shu, A Sepahi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Video streaming performance may degrade substantially in a mobile environment due to fast-
changing wireless links. On the other hand, to provide ubiquitous services, heterogeneous …

Accurate Throughput Prediction for Improving QoE in Mobile Adaptive Streaming

G Lv, Q Wu, Q Tan, W Wang, Z Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Video streaming is the most important mobile application today. To improve users' quality of
experience (QoE), the client player runs adaptive bitrate (ABR) algorithms that dynamically …

MMVS: Enabling robust adaptive video streaming for wildly fluctuating and heterogeneous networks

S Wang, J Lin, Y Dai - IEEE Transactions on Multimedia, 2024 - ieeexplore.ieee.org
With the advancement of wireless technology, the fifth-generation mobile communication
network (5G) has the capability to provide exceptionally high bandwidth for supporting high …

Low-latency oriented resource allocation for MEC-assisted adaptive bitrate video streaming

W Liu, H Ding, H Zhang, D Yuan - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article focuses on low-latency transmissions for mobile edge computing (MEC)-assisted
adaptive bitrate (ABR) video streaming. With the aim to realize minimum video service …

State Transition Graph-Based Spatial–Temporal Attention Network for Cell-Level Mobile Traffic Prediction

J Shi, L Cui, B Gu, B Lyu, S Gong - Sensors, 2023 - mdpi.com
Mobile traffic prediction enables the efficient utilization of network resources and enhances
user experience. In this paper, we propose a state transition graph-based spatial–temporal …

Achieving QoE fairness in video streaming over heterogeneous congestion control protocols

Q Su, J Huang, W Li, Z Li, T Zhang… - 2024 IEEE/ACM 32nd …, 2024 - ieeexplore.ieee.org
With the growing ubiquity of video streaming, ensuring a fair and high quality of experience
(QoE) for users has emerged as a shared concern among video content providers. State-of …

Cross-layer Network Bandwidth Estimation for Low-latency Live ABR Streaming

C Shende, C Park, S Sen, B Wang - … of the 14th Conference on ACM …, 2023 - dl.acm.org
Low-latency live (LLL) adaptive bitrate (ABR) streaming relies critically on accurate
bandwidth estimation to react to dynamic network conditions. While existing studies have …