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Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability

M Falkiewicz, N Takeishi, I Shekhzadeh… - arXiv preprint arXiv …, 2023 - arxiv.org
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… Predominantly, the likelihood function is only implicitly established by a simulator posing the need for simulation-based inference (SBI). However, the existing algorithms …

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@misc{falkiewicz2023calibratingneuralsimulationbasedinference,
title={Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability},
author={Maciej Falkiewicz and Naoya Takeishi and Imahn Shekhzadeh and Antoine Wehenkel and Arnaud Delaunoy and Gilles Louppe and Alexandros Kalousis},
year={2023},
eprint={2310.13402},
archivePrefix={arXiv},
primaryClass={stat.ML},
url={https//arxiv.org/abs/2310.13402},
}

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