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Robin Evans

@ItsAStatLife

Oxford lecturer and statistician who just wants to tell the world about numbers. Especially when causality is involved.
Oxford, UK itsastatlife.blogspot.com Joined May 2012
368 Following 783 Followers 5.3K Posts

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Robin Evans @ItsAStatLife
**Poster Alert**

Generalizability is a common problem in causality, as we often want to generalize causal findings from one domain to another. However, current metrics like MSE can only do model comparison rather than answer directly whether a model is generalizable.
Robin Evans @ItsAStatLife
Excited to share our latest research: Marginal Causal Flows for Validation and Inference. We introduce Frugal Flows—a normalising flows based generative model that directly parameterises causal effects, enabling realistic causal dataset simulation.
arxiv.org/abs/2411.01295
arxiv.org Marginal Causal Flows for Validation and Inference Investigating the marginal causal effect of an intervention on an outcome from complex data remains challenging due to the inflexibility of employed models and the lack of complexity in causal...