Pioneer: Offline Reinforcement Learning based Bandwidth Estimation for Real-Time Communication.
Bingcong LuKeyu WangJun XuRong XieLi SongWenjun ZhangPublished in: MMSys (2024)
Keyphrases
- real time
- reinforcement learning
- low bandwidth
- robotic control
- high speed networks
- high bandwidth
- data acquisition
- communication systems
- communication networks
- function approximation
- high speed
- estimation algorithm
- flow control
- model free
- wireless networks
- limited bandwidth
- machine learning
- estimation accuracy
- neural network
- communication links
- streaming video
- multimedia communication
- dynamic programming
- state space
- reinforcement learning algorithms
- optimal control
- vision system