Do we become wiser with time? On causal equivalence with tiered background knowledge

Christine W. Bang, Vanessa Didelez

Equivalence classes of DAGs (represented by CPDAGs) may be too large to provide useful causal information. Here, we address incorporating tiered background knowledge yielding restr…