The Maximum a Posterior Estimation of Darts

The DARTS approach manifests the advantages of relaxing the discrete problem of network architecture search (NAS) to the continuous domain such that network weights and architecture parameters can be optimized properly. However, it falls short in providing a justifiable and reliable solution for deciding the target architecture. In particular, the design choice of a certain operation at each layer...