JANA Jointly Amortized Neural Approximation of Complex Bayesian Models

ST Radev, M Schmitt, V Pratz, U Picchini… - arXiv preprint arXiv …, 2023 -
Computer Science paper cs.LG Suggest

… amortized neural approximation” (JANA) of intractable likelihood functions and posterior densities arising in Bayesian surrogate modeling and simulation-based inference. …

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title={JANA Jointly Amortized Neural Approximation of Complex Bayesian Models},
author={Stefan T. Radev and Marvin Schmitt and Valentin Pratz and Umberto Picchini and Ullrich Köthe and Paul-Christian Bürkner},
primaryClass={id='cs.LG' full_name='Machine Learning' is_active=True alt_name=None in_archive='cs' is_general=False description='Papers on all aspects of machine learning research (supervised, unsupervised, reinforcement learning, bandit problems, and so on) including also robustness, explanation, fairness, and methodology. cs.LG is also an appropriate primary category for applications of machine learning methods.'}