While in general, more compact design spaces tend to be more efficient, this work reveals an example where the intuitive design spaces choices do not always correspond to the most efficient design spaces. We surmise that this may also be the case in similar high-dimensional tasks involving complex physics-based simulations subject to large amounts of noise. In this section, we provide further topics of study that can help to elucidate the root causes of the phenomena described in this work.