PDAS: probability-driven adaptive streaming for short video
To improve Quality of Experience (QoE) for short video applications, most commercial
companies adopt preloading and adaptive streaming technologies concurrently. Though …
companies adopt preloading and adaptive streaming technologies concurrently. Though …
Closing the Gap: Achieving Global Convergence (Last Iterate) of Actor-Critic under Markovian Sampling with Neural Network Parametrization
The current state-of-the-art theoretical analysis of Actor-Critic (AC) algorithms significantly
lags in addressing the practical aspects of AC implementations. This crucial gap needs …
lags in addressing the practical aspects of AC implementations. This crucial gap needs …
An Intelligent Learning Approach to Achieve Near-Second Low-Latency Live Video Streaming under Highly Fluctuating Networks
Fueled by the rapid advances in high-speed mobile networks, live video streaming has seen
explosive growth in recent years and many DASH-based bitrate adaptive streaming …
explosive growth in recent years and many DASH-based bitrate adaptive streaming …
Network-aware prefetching method for short-form video streaming
Recent years have witnessed the rising of short-form video platforms such as TikTok. Apart
from conventional videos, short-form videos are much shorter and users frequently change …
from conventional videos, short-form videos are much shorter and users frequently change …
[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 …
common behavior of users on these platforms is watching and swiping through videos …
Alfie: Neural-reinforced adaptive prefetching for short videos
Short videos have received extraordinary success in recent years. To provide smooth
playback and avoid rebuffering delay, prefetching upcoming videos is commonly used in …
playback and avoid rebuffering delay, prefetching upcoming videos is commonly used in …
Improving ABR Performance for Short Video Streaming Using Multi-Agent Reinforcement Learning with Expert Guidance
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 …
for classical long video applications suffer from catastrophic failures because they are tuned …
Joint Preloading and Bitrate Adaptation for Short Video Streaming
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 …
nowadays. However, unlike traditional videos, users watch many short videos each time and …
Digital Twin-Assisted Adaptive Preloading for Short Video Streaming
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 …
efficiency and user quality of experience (QoE) in short video streaming. We first analyze the …
Startup Delay Aware Short Video Ordering: Problem, Model, and A Reinforcement Learning based Algorithm
Z Gao, C Li, Y Zhao, B Zhang - arXiv preprint arXiv:2401.07411, 2024 - arxiv.org
Short video applications have attracted billions of users on the Internet and can satisfy
diverse users' fragmented spare time with content-rich and duration-short videos. To achieve …
diverse users' fragmented spare time with content-rich and duration-short videos. To achieve …