QuaRL: Quantization for Fast and Environmentally Sustainable Reinforcement Learning.
Srivatsan KrishnanMax LamSharad ChitlangiaZishen WanGabriel Barth-MaronAleksandra FaustVijay Janapa ReddiPublished in: Trans. Mach. Learn. Res. (2022)
Keyphrases
- reinforcement learning
- reinforcement learning algorithms
- function approximation
- learning algorithm
- management system
- temporal difference
- entropy coding
- machine learning
- temporal difference learning
- quantization error
- model free
- optimal control
- state space
- data sets
- markov decision processes
- learning capabilities
- markov decision process
- action space
- multi agent
- quantization scheme
- transition model
- uniform quantization
- robotic control