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Robin Evans and Vanessa Didelez presented their work on Parameterizing and simulating from causal models at the Royal Statistical Society in London. See the video here, and the DeMO with Xi Lin and Daniel Manela here.
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Linying Yang has released a paper, Frugal, Flexible, Faithful: Causal Data Simulation via Frengression, which uses a generative method for simulating causal datasets. This builds on the frugal parameterization (Evans and Didelez, 2024) in various ways:
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