27 citations · 54 across the 10 of their papers we have counts for
15 papers · 1 filter
Multimedia Edge Computing
Zhi Wang, Wenwu Zhu, Lifeng Sun +6
In this paper, we investigate the recent studies on multimedia edge computing, from sensing not only traditional visual/audio data but also individuals' geographical preference and…
Self-play Reinforcement Learning for Video Transmission
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
Video transmission services adopt adaptive algorithms to ensure users' demands. Existing techniques are often optimized and evaluated by a function that linearly combines several w…
Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang +3
Learning-based Adaptive Bit Rate~(ABR) method, aiming to learn outstanding strategies without any presumptions, has become one of the research hotspots for adaptive streaming. Howe…
Reactive Video Caching via long-short-term fusion approach
Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu +1
Video caching has been a basic network functionality in today's network architectures. Although the abundance of caching replacement algorithms has been proposed recently, these me…
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)…
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…