Before revision:  Gumbel-Softmax DARTS that reduces the confusion between candidate architectures ; Pipelined DARTS that circumvents the overfitting of architecture weights using held-out data ;
After revision:  Gumbel-Softmax and pipelined DARTS reducing the confusion over candidate architectures and improving the generalization of architecture selection ;