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This lecture covers the concept of counterfactuals in Structural Equation Models (SEMs), where the instructor explains how to define and consider counterfactual SEMs. The lecture also delves into the notion of D-Separation, illustrating how to determine independence relations in a graphical model using the concept of blocked paths.