update README

docs/ICLR-2019-DARTS.md

@@ -0,0 +1,22 @@
+# DARTS: Differentiable Architecture Search
+
+DARTS: Differentiable Architecture Search is accepted by ICLR 2019.
+In this paper, Hanxiao proposed a differentiable neural architecture search method, named as DARTS.
+Recently, DARTS becomes very popular due to its simplicity and performance.
+
+**Run DARTS on the NAS-Bench-201 search space**:
+```
+CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/DARTS-V2.sh cifar10 1 -1
+CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/GDAS.sh     cifar10 1 -1
+```
+
+# Citation
+
+```
+@inproceedings{liu2019darts,
+  title     = {{DARTS}: Differentiable architecture search},
+  author    = {Liu, Hanxiao and Simonyan, Karen and Yang, Yiming},
+  booktitle = {International Conference on Learning Representations (ICLR)},
+  year      = {2019}
+}
+```

docs/NAS-Bench-201.md

@@ -181,7 +181,7 @@ If researchers can provide better results with different hyper-parameters, we ar
 - [4] `CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/SETN.sh     cifar10 1 -1`
 - [5] `CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/ENAS.sh     cifar10 1 -1`
 - [6] `CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/RANDOM-NAS.sh cifar10 1 -1`
-- [7] `bash ./scripts-search/algos/R-EA.sh -1`
+- [7] `bash ./scripts-search/algos/R-EA.sh cifar10 3 -1`
 - [8] `bash ./scripts-search/algos/Random.sh -1`
 - [9] `bash ./scripts-search/algos/REINFORCE.sh 0.5 -1`
 - [10] `bash ./scripts-search/algos/BOHB.sh -1`