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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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05/15/2023
How to estimate Fisher information matrices from simulations
The Fisher information matrix is a quantity of fundamental importance fo...
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07/11/2022
The Cosmic Graph: Optimal Information Extraction from Large-Scale Structure using Catalogues
We present an implicit likelihood approach to quantifying cosmological i...
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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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08/18/2018