Applying Quantitative Model Checking to Analyze Safety in Reinforcement Learning.
Ryeonggu KwonGihwon KwonSohee ParkJiyoung ChangSuhee JoPublished in: IEEE Access (2024)
Keyphrases
- model checking
- reinforcement learning
- temporal logic
- automated verification
- model checker
- formal specification
- temporal properties
- formal verification
- finite state
- symbolic model checking
- partial order reduction
- verification method
- finite state machines
- epistemic logic
- pspace complete
- reachability analysis
- concurrent systems
- transition systems
- reactive systems
- timed automata
- bounded model checking
- computation tree logic
- reinforcement learning algorithms
- asynchronous circuits
- process algebra
- state space
- formal methods
- satisfiability problem
- modal logic
- markov decision processes
- optimal policy
- abstract interpretation