Synthesizing Safe Policies under Probabilistic Constraints with Reinforcement Learning and Bayesian Model Checking.
Lenz BelznerMartin WirsingPublished in: CoRR (2020)
Keyphrases
- model checking
- reinforcement learning
- temporal logic
- optimal policy
- finite state
- bayesian networks
- formal verification
- model checker
- temporal properties
- automated verification
- bounded model checking
- symbolic model checking
- formal specification
- epistemic logic
- markov decision processes
- verification method
- timed automata
- process algebra
- formal methods
- pspace complete
- computation tree logic
- reachability analysis
- concurrent systems
- state space
- transition systems
- asynchronous circuits
- learning algorithm
- multi agent
- markov decision process
- modal logic
- decentralized control
- linear temporal logic
- dynamic programming
- decision problems