DSMC Evaluation Stages

This presentation explores Deep Reinforcement Learning (DRL) with a focus on enhancing assessment techniques for critical systems through the DSMC Evaluation framework. Core concepts include Markov Decision Processes, Deep Q-Learning, and Deep Statistical Model Checking, targeting improved safety and robustness. The proposed evaluation stages address weak performance and rare failures via adaptive partitioning and refined training strategies. Comparative analysis highlights advantages over...