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Simulation-Based Inference with Waldo Confidence Regions by Leveraging Prediction Algorithms or Posterior Estimators for Inverse Problems

L Masserano, T Dorigo, R Izbicki, M Kuusela… - arXiv preprint arXiv …, 2022 - arxiv.org
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… However, an open problem in simulation-based inference (SBI) is how to construct properly calibrated confidence regions for internal parameters with nominal conditional …

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BibTeX

@misc{masserano2023simulatorbased,
title={Simulator-Based Inference with Waldo Confidence Regions by Leveraging Prediction Algorithms and Posterior Estimators for Inverse Problems},
author={Luca Masserano and Tommaso Dorigo and Rafael Izbicki and Mikael Kuusela and Ann B. Lee},
year={2023},
eprint={2205.15680},
archivePrefix={arXiv},
primaryClass={stat.ML}
}

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