UnrealNAS: Can We Search Neural Architectures with Unreal Data?. (arXiv:2205.02162v1 [cs.CV])

Neural architecture search (NAS) has shown great success in the automatic
design of deep neural networks (DNNs). However, the best way to use data to
search network architectures is still unclear and under exploration. Previous
work [19, 46] has analyzed the necessity of having ground-truth labels in NAS
and inspired broad interest. In this work, we take a further step to question
whether real data is necessary for NAS to be effective. The answer to this
question is important for …

arxiv cv data neural architectures search