Explain why undirected models can represent certain relationships more accurately than directed models, and propose an architectural change to your current model to better capture these dependencies.

Replace the directed graph with an undirected model that incorporates moralization. This will allow the model to capture complex loops and cycles that cannot be represented by a directed graph. However, be aware of potential drawbacks such as increased computational complexity and reduced interpretability.