Guiding Reinforcement Learning Exploration Using Natural Language.
Brent HarrisonUpol EhsanMark O. RiedlPublished in: CoRR (2017)
Keyphrases
- reinforcement learning
- natural language
- active exploration
- exploration strategy
- action selection
- exploration exploitation
- model based reinforcement learning
- machine learning
- function approximation
- autonomous learning
- learning algorithm
- reinforcement learning algorithms
- natural language interface
- balancing exploration and exploitation
- markov decision processes
- optimal policy
- semantic analysis
- model free
- temporal difference
- question answering
- active learning
- multi agent
- semantic representation
- language processing
- natural language processing
- natural language understanding
- optimal control
- learning problems
- state space
- exploration exploitation tradeoff
- learning capabilities
- dialogue system
- semantic interpretation
- question answering systems
- policy search
- supervised learning
- information extraction
- robotic control
- knowledge representation