Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples.
Zhe XuBo WuAditya OjhaDaniel NeiderUfuk TopcuPublished in: CD-MAKE (2021)
Keyphrases
- reinforcement learning
- function approximation
- query language
- equivalence queries
- state space
- response time
- finite automata
- query processing
- eligibility traces
- learning algorithm
- web search engines
- efficient learning
- markov decision processes
- database queries
- state and action spaces
- database
- partially observable environments
- reinforcement learning algorithms
- reward function
- temporal difference
- model free
- probabilistic inference
- data sources
- tree patterns
- query evaluation
- average reward
- user queries
- reinforcement learning methods
- bayesian networks
- optimal control
- partially observable
- dynamic programming