113 citations · 425 across the 25 of their papers we have counts for
5 papers · 1 filter
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming
Tianchi Huang, Xin Yao, Chenglei Wu +3
Existing reinforcement learning~(RL)-based adaptive bitrate~(ABR) approaches outperform the previous fixed control rules based methods by improving the Quality of Experience~(QoE)…
Multi-User Cooperative Mobile Video Streaming: Performance Analysis and Online Mechanism Design
Lin Gao, Ming Tang, Haitian Pang +2
Adaptive bitrate streaming enables video users to adapt their playing bitrates to the real-time network conditions, hence achieving the desirable quality-of-experience (QoE). In a…
Performance Bound Analysis for Crowdsourced Mobile Video Streaming
Lin Gao, Ming Tang, Haitian Pang +2
Adaptive bitrate (ABR) streaming enables video users to adapt the playing bitrate to the real-time network conditions to achieve the desirable quality of experience (QoE). In this…
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou +1
Rate control is widely adopted during video streaming to provide both high video qualities and low latency under various network conditions. However, despite that many work have be…
QARC: Video Quality Aware Rate Control for Real-Time Video Streaming via Deep Reinforcement Learning
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou +1
Due to the fluctuation of throughput under various network conditions, how to choose a proper bitrate adaptively for real-time video streaming has become an upcoming and interestin…