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Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation

R Gao, M Deistler, JH Macke - arXiv preprint arXiv:2305.15208, 2023 - arxiv.org
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… Contrary to ‘standard’ simulation-based inference (SBI), our method does not target the Bayesian posterior, but replaces the likelihood function with a cost function. For real…

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BibTeX

@misc{gao2023generalized,
      title={Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation}, 
      author={Richard Gao and Michael Deistler and Jakob H. Macke},
      year={2023},
      eprint={2305.15208},
      archivePrefix={arXiv},
      primaryClass={stat.ML}
}

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