This contains the PyTorch implementation of the SNAS-Series papers, including

SNAS: Stochastic Neural Architecture Search, ICLR 2019.

By Sirui Xie, Hehui Zheng, Chunxiao Liu, Liang Lin.

Paper-arxiv

Figure: Visualization for forward pass and gradient back-propagation within SNAS.

DSNAS: Direct Neural Architecture Search without Parameter Retraining, CVPR 2020.

By Shoukang Hu*, Sirui Xie*, Hehui Zheng, Chunxiao Liu, Jianping Shi, Xunying Liu, Dahua Lin.

Paper-arxiv

Figure: Visualization for forward pass and gradient back-propagation within DSNAS.