simulation-based-inference topic

List simulation-based-inference repositories

lampe

107
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9
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Likelihood-free AMortized Posterior Estimation with PyTorch

delfi

71
Stars
28
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Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead

swyft

152
Stars
13
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A system for scientific simulation-based inference at scale.

Genify.jl

47
Stars
1
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Automatically convert Julia methods to Gen functions.

BASQ

16
Stars
1
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(NeurIPS 2022) Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination

hypothesis

51
Stars
5
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A Python toolkit for (simulation-based) inference and the mechanization of science.

awesome-neural-sbi

65
Stars
3
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Community-sourced list of papers and resources on neural simulation-based inference.

Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.