ScaleFlux: Efficient stateful scaling in NFV

L Liu, H Xu, Z Niu, J Li, W Zhang… - … on Parallel and …, 2022 - ieeexplore.ieee.org
Network function virtualization (NFV) enables elastic scaling to middlebox deployment and
management. Therefore, efficient stateful scaling is an important task because operators …

Dhp: A joint video download and dynamic bitrate adaptation algorithm for short video streaming

W Gao, L Zhang, H Yang, Y Zhang, J Yan… - … Conference on Multimedia …, 2023 - Springer
With the development of multimedia technology and the upgrading of mobile terminal
equipment, short video platforms and applications are becoming more and more popular …

[HTML][HTML] Short video preloading via domain knowledge assisted deep reinforcement learning

Y Xie, Y Zhang, T Lin, Z Pan, SZ Qian, B Jiang… - Digital Communications …, 2024 - Elsevier
Short video applications like TikTok have seen significant growth in recent years. One
common behavior of users on these platforms is watching and swiping through videos …

Improving ABR Performance for Short Video Streaming Using Multi-Agent Reinforcement Learning with Expert Guidance

Y Li, Q Zheng, Z Zhang, H Chen, Z Ma - Proceedings of the 33rd …, 2023 - dl.acm.org
In the realm of short video streaming, popular adaptive bitrate (ABR) algorithms developed
for classical long video applications suffer from catastrophic failures because they are tuned …

Joint Preloading and Bitrate Adaptation for Short Video Streaming

NT Phong, TT Huong, PN Nam, TC Thang… - IEEE …, 2023 - ieeexplore.ieee.org
Short videos have become one of the most popular content mobile users consume
nowadays. However, unlike traditional videos, users watch many short videos each time and …

Digital Twin-Assisted Adaptive Preloading for Short Video Streaming

S Liu, W Wu, S Li, TH Luany - arXiv preprint arXiv:2307.07836, 2023 - arxiv.org
We propose a digital twin-assisted adaptive preloading scheme to enhance bandwidth
efficiency and user quality of experience (QoE) in short video streaming. We first analyze the …

[图书][B] Short Video Characterization: Design, Implementation, and Evaluation

S Zhu - 2023 - search.proquest.com
Short videos have recently emerged as a popular form of User-Generated Content (UGC)
within modern social media. This content, typically less than a minute long, is predominately …

Reinforcement-Learning Based Preload Strategy for Short Video

Z Ren, Y Shan, W Jiang, Y Shan, D Shan… - … Conference on Intelligent …, 2023 - Springer
Now, short video application users have reached 1.02 billion and accounted for 94.8% of the
total Internet users. The preload strategy for short video is the key to guarantee the Quality of …