Sample Complexity of Robust Reinforcement Learning with a Generative Model.
Kishan PanagantiDileep M. KalathilPublished in: AISTATS (2022)
Keyphrases
- generative model
- sample complexity
- reinforcement learning
- learning problems
- probabilistic model
- learning algorithm
- supervised learning
- theoretical analysis
- pac learning
- special case
- prior knowledge
- semi supervised
- expectation maximization
- em algorithm
- generalization error
- active learning
- machine learning
- upper bound
- lower bound
- state space
- semi supervised learning
- markov chain
- training examples
- topic models
- markov decision processes
- training set
- markov chain monte carlo
- average case