Papers

Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation

R Gao, M Deistler, JH Macke - arXiv preprint arXiv:2305.15208, 2023 - arxiv.org
Statistics paper stat.ML Suggest

… 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…

Link to paper

BibTeX

@misc{gao2023generalizedbayesianinferencescientific,
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},
url={https//arxiv.org/abs/2305.15208},
}

Share