What's so Hard About Representing Deep Learning Models?

Many papers in the field are rather indecipherable, not providing in prose, diagrams, or equations all the information needed to know what an algorithm actually does. I believe this comes down to the difficulty of expressing the exact size of data throughout a model and how operations are broadcast to