Theory-Based Causal Inference

People routinely make sophisticated causal inferences unconsciously, effortlessly, andfrom very little data - often from just one or a few observations. Weargue that these inferences can be explained as Bayesian computations over a hypothesis space of causal graphical models, shaped by strong top-down prior knowledge in the form of intuitive theories.