2025
Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders
AISTATS 2025poster
The traditional two-stage approach to causal inference first identifies a *single* causal model (or equivalence class of models), which is then used to answer causal queries. However, this neglects any epistemic model uncertainty. In contrast, *Bayesian* causal inference does incorporate epistemic u…