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05/18/2023
Evidence Networks: simple losses for fast, amortized, neural Bayesian model comparison
Evidence Networks can enable Bayesian model comparison when state-of-the...
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02/04/2022
Rediscovering orbital mechanics with machine learning
We present an approach for using machine learning to automatically disco...
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01/14/2022
Probabilistic Mass Mapping with Neural Score Estimation
Weak lensing mass-mapping is a useful tool to access the full distributi...
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11/11/2020
Solving high-dimensional parameter inference: marginal posterior densities Moment Networks
High-dimensional probability density estimation for inference suffers fr...
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09/21/2018