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 …

VASE: Enhancing Adaptive Bitrate Selection for VBR-Encoded Audio and Video Content With Deep Reinforcement Learning

W Li, J Huang, Q Su, W Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Adaptive BitRate (ABR) algorithms have become increasingly prevalent in modern
streaming platforms, offering users significant improvements in the Quality of Experience …

RL-based HTTP adaptive streaming with edge collaboration in multi-client environment

J Kang, K Chung - Journal of Network and Computer Applications, 2024 - Elsevier
Abstract Hypertext Transfer Protocol (HTTP) adaptive streaming aims to achieve high Quality
of Experience (QoE) in video streaming. However, when multiple clients stream videos, QoE …

Towards a control-theoretic trivialization of ABR video streaming

M Fliess, C Join - arXiv preprint arXiv:2310.00934, 2023 - arxiv.org
Combining flatness-based control, model-free control and algebraic estimation techniques
permits to trivialize several key issues in the adaptive bitrate (ABR) setting, now the …

Variable-Sized Tiling and Rate Allocation for 360 Video Streaming

Q Su, J Huang, W Li, P Zhong, F Gao… - IEEE Transactions …, 2025 - ieeexplore.ieee.org
In recent years, the quality of 360 video over bandwidth-constrained networks has received
a lot of attention. To reduce the bandwidth cost, some tile-based 360 video streaming …

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 …

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 …

TSBG: A Two-stage Stackelberg Game Algorithm for QoE-awareness Video Streaming Transmission

S Xiang, H Rong, J Chen, D Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Dynamic Adaptive Streaming over HTTP (DASH) stands as a leading streaming technology
embraced by major video platforms and smart TV manufacturers worldwide. Despite its …

[HTML][HTML] COCKTAIL: Video streaming QoE optimization with chunk replacement and guided learning

AH Lee, H Bae, CK Kim - Computer Communications, 2024 - Elsevier
Adaptive bitrate (ABR) algorithms, the de facto standard for video streaming, aim to provide
the best user quality of experience (QoE) under fluctuating operating environments. Prior …

Buffer-Based Adaptive Bitrate Algorithm for Enhanced Quality of Experience

T Nos, AO Elmeligy, MS Hassan… - 2024 International …, 2024 - ieeexplore.ieee.org
Video streaming has become a popular method for delivering video content over the
Internet, and the number of users and video content is increasing rapidly. The user's quality …