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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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