41 citations · 68 across the 26 of their papers we have counts for
3 papers · 1 filter
Generalised Transportability via Causal Abstractions
Yorgos Felekis, Paris Giampouras, Fabio Massimo Zennaro +1
Transporting a causal conclusion from a source study population to a target one is a fundamental problem in causal inference. The theory of transportability provides a criterion fo…
Teleological Inference in Structural Causal Models via Intentional Interventions
Dario Compagno, Fabio Massimo Zennaro
Structural causal models (SCMs) were conceived to formulate and answer causal questions. This paper shows that SCMs can also be used to formulate and answer teleological questions,…
Multi-Level Causal Embeddings
Willem Schooltink, Fabio Massimo Zennaro
Abstractions of causal models allow for the coarsening of models such that relations of cause and effect are preserved. Whereas abstractions focus on the relation between two model…