Sample Complexity of Model-Based Robust Reinforcement Learning.
Kishan PanagantiDileep KalathilPublished in: CDC (2021)
Keyphrases
- sample complexity
- reinforcement learning
- learning problems
- theoretical analysis
- supervised learning
- learning algorithm
- model free
- vc dimension
- lower bound
- special case
- generalization error
- upper bound
- pac learning
- pac learnability
- active learning
- machine learning
- state space
- pairwise
- training examples
- dynamic programming
- sample complexity bounds
- concept classes
- sequential decision problems
- learning tasks
- unsupervised learning
- worst case
- training data