Learning tailored adaptive bitrate algorithms to heterogeneous network conditions: A domain-specific priors and meta-reinforcement learning approach
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 …
bitrate (ABR) algorithms to provide video services with high quality of experience (QoE) for …
Chorus: Coordinating Mobile Multipath Scheduling and Adaptive Video Streaming
Increasing bandwidth demands of mobile video streaming pose a challenge in optimizing
the Quality of Experience (QoE) for better user engagement. Multipath transmission …
the Quality of Experience (QoE) for better user engagement. Multipath transmission …
Optimizing Adaptive Video Streaming with Human Feedback
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 …
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
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 …
changing wireless links. On the other hand, to provide ubiquitous services, heterogeneous …
Accurate Throughput Prediction for Improving QoE in Mobile Adaptive Streaming
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 …
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 …
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
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 …
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
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 …
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
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 …
(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
Low-latency live (LLL) adaptive bitrate (ABR) streaming relies critically on accurate
bandwidth estimation to react to dynamic network conditions. While existing studies have …
bandwidth estimation to react to dynamic network conditions. While existing studies have …