Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples.
Zhe XuBo WuDaniel NeiderUfuk TopcuPublished in: CoRR (2020)
Keyphrases
- reinforcement learning
- query language
- function approximation
- finite automata
- state space
- equivalence queries
- reinforcement learning algorithms
- eligibility traces
- state and action spaces
- web search engines
- query processing
- response time
- database
- query evaluation
- multi agent
- bayesian networks
- machine learning
- average reward
- probabilistic inference
- partially observable environments
- grammatical inference
- learning automata
- reward function
- optimal policy
- efficient learning
- model free
- policy gradient
- data sources
- dynamic programming
- membership queries
- markov decision process
- user queries
- xml data
- learning algorithm
- agent receives