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Deep Probabilistic Accelerated Evaluation: A Robust Certifiable Rare-Event Simulation Methodology for Black-Box Safety-Critical Systems.

, , , , , , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 595-603. PMLR, (2021)

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Rare-Event Simulation Without Variance Reduction: An Extreme Value Theory Approach., , and . WSC, page 133-144. IEEE, (2022)Calibrating Input Parameters via Eligibility Sets., and . WSC, page 2114-2125. IEEE, (2020)Rare-Event Simulation for Neural Network and Random Forest Predictors., , , and . CoRR, (2020)On the Error of Naive Rare-Event Monte Carlo Estimator., and . WSC, page 397-408. IEEE, (2020)Efficient Calibration of Multi-Agent Simulation Models from Output Series with Bayesian Optimization., , , and . ICAIF, page 437-445. ACM, (2022)Deep Probabilistic Accelerated Evaluation: A Certifiable Rare-Event Simulation Methodology for Black-Box Autonomy., , , , , , , and . CoRR, (2020)Rare-event Simulation for Neural Network and Random Forest Predictors., , , and . ACM Trans. Model. Comput. Simul., 32 (3): 18:1-18:33 (2022)Importance Sampling for Rare-Event Gradient Estimation., , , , and . WSC, page 3063-3074. IEEE, (2022)Calibrating Over-Parametrized Simulation Models: A Framework via Eligibility Set., , , , , and . CoRR, (2021)Deep Probabilistic Accelerated Evaluation: A Robust Certifiable Rare-Event Simulation Methodology for Black-Box Safety-Critical Systems., , , , , , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 595-603. PMLR, (2021)