A learning-based approach for video streaming over fluctuating networks with limited playback buffers

W Li, J Huang, Q Su, W Jiang, J Wang - Computer Communications, 2024 - Elsevier
In recent times, the surge in applications like social networking and online learning platforms
has led to a substantial rise in on-demand video streaming, thus ensuring a seamless user …

Learning Accurate Network Dynamics for Enhanced Adaptive Video Streaming

J Yin, H Chen, Y Xu, Z Ma, X Xu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The adaptive bitrate (ABR) algorithm plays a crucial role in ensuring satisfactory quality of
experience (QoE) in video streaming applications. Most existing approaches, either rule …

Optimizing Video Streaming in Dynamic Networks: An Intelligent Adaptive Bitrate Solution Considering Scene Intricacy and Data Budget

W Li, J Huang, Y Liang, Q Su, J Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Adaptive Bitrate (ABR) algorithms have become increasingly important for delivering high-
quality video content over fluctuating networks. Considering the complexity of video scenes …

Karma: Adaptive Video Streaming via Causal Sequence Modeling

B Xu, H Chen, Z Ma - Proceedings of the 31st ACM International …, 2023 - dl.acm.org
Optimal adaptive bitrate (ABR) decision depends on a comprehensive characterization of
state transitions that involve interrelated modalities over time including environmental …

CAST: An Intricate-Scene Aware Adaptive Bitrate Approach for Video Streaming via Parallel Training

W Li, J Huang, Y Liang, J Liu, W Zhang, W Lyu… - … on Algorithms and …, 2023 - Springer
Adaptive Bitrate (ABR) algorithms have become increasingly important for delivering high-
quality video content over fluctuating networks. Considering the complexity of video scenes …

MATURE: Multistage Throughput Prediction for Adaptive Video Streaming in Cellular Networks

K Nolan, D Raca, G Provan, A Zahran - … of the 34th edition of the …, 2024 - dl.acm.org
Accurate Throughput Prediction (TP) represents a cornerstone for reliable adaptive
streaming in challenging mediums, such as cellular networks. Challenged by the highly …

Reducing QoE Loss and Data Wastage of Short-form Video Streaming with HTTP/3 Prioritization

CM Tran, TD Nguyen, BG Nguyen, TX Phan… - Proceedings of the …, 2023 - dl.acm.org
With the introduction of the novel HTTP/3 prioritization scheme, the video player can
conveniently assign a different priority for every download of a video segment in order to …