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Expand simulation based inference
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matthewfeickert committed Jan 29, 2024
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My proposed research program focuses on
My proposed research program focuses on three main areas that I feel have the potential for most
impact:
* Advancing the state of data science tools for the physical sciences through engagement
with scientific open source communities.
* Exploring the impact of differentiable programming on current and future scientific tools.
* Developing open source cyberinfrastructure as tools for enabling new science.
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<img src="figures/likelihood-prediction-simulation-chain.png"; width=100%>
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.center.large[Differentiable simulators can make simulation based inference less "black box" and be accessible to inference workflow]
.center.large[Differentiable simulators can make simulation based inference less "black box" and be accessible to inference workflow.
<br>Strong [bridge to other physical sciences](https://simulation-based-inference.org/) (e.g. astrophysics)]
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