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Simulation Based Inference - an inevitable future?

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SBI has found wide acceptance as one of the leading methodologies integrating advances in machine learning with scientific inference. Is this a revolution in how we do data science in fundamental physics and what are the implications of adopting a fully simulation based approach? Are the tools and proposed methods mature enough to meet the designated goals of SBI for next generation Astro data science pipelines? I will review the recent RAS meeting discussing SBI , with a view to stoking local discussion. Time permitting, I will dive into a specific aspect of SBI that interests me the most, SBI for model comparison/hypothesis testing.

This talk is part of the Astro Data Science Discussion Group series.

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