Failure Probability Estimation for Black-Box Autonomous Systems using State-Dependent Importance Sampling Proposals

Harrison Delecki, Sydney M. Katz, Mykel J. Kochenderfer

Estimating the probability of failure is a critical step in developing safety-critical autonomous systems. Direct estimation methods such as Monte Carlo sampling are often impracti…