Neural architecture search (NAS) refers to the use of heuristics optimise topology deep neural networks. NAS algorithms have produced topologies that outperform human-designed ones. However, contrasting alternative methods is difficult. To address this, several tabular benchmarks been proposed exhaustively evaluate all architectures in a given space. We conduct thorough fitness landscape analys...