diff --git a/docs/NATS-Bench.md b/docs/NATS-Bench.md
index 01c40dc..a38f2eb 100644
--- a/docs/NATS-Bench.md
+++ b/docs/NATS-Bench.md
@@ -26,6 +26,26 @@ DARTS (V2):
 python ./exps/algos-v2/search-cell.py --dataset cifar10  --data_path $TORCH_HOME/cifar.python --algo darts-v2
 python ./exps/algos-v2/search-cell.py --dataset cifar100 --data_path $TORCH_HOME/cifar.python --algo darts-v2
 python ./exps/algos-v2/search-cell.py --dataset ImageNet16-120 --data_path $TORCH_HOME/cifar.python/ImageNet16 --algo darts-v2
+
+GDAS:
+python ./exps/algos-v2/search-cell.py --dataset cifar10  --data_path $TORCH_HOME/cifar.python --algo gdas
+python ./exps/algos-v2/search-cell.py --dataset cifar100 --data_path $TORCH_HOME/cifar.python --algo gdas
+python ./exps/algos-v2/search-cell.py --dataset ImageNet16-120 --data_path $TORCH_HOME/cifar.python/ImageNet16
+
+SETN:
+python ./exps/algos-v2/search-cell.py --dataset cifar10  --data_path $TORCH_HOME/cifar.python --algo setn
+python ./exps/algos-v2/search-cell.py --dataset cifar100 --data_path $TORCH_HOME/cifar.python --algo setn
+python ./exps/algos-v2/search-cell.py --dataset ImageNet16-120 --data_path $TORCH_HOME/cifar.python/ImageNet16 --algo setn
+
+Random Search with Weight Sharing:
+python ./exps/algos-v2/search-cell.py --dataset cifar10  --data_path $TORCH_HOME/cifar.python --algo random
+python ./exps/algos-v2/search-cell.py --dataset cifar100 --data_path $TORCH_HOME/cifar.python --algo random
+python ./exps/algos-v2/search-cell.py --dataset ImageNet16-120 --data_path $TORCH_HOME/cifar.python/ImageNet16 --algo random
+
+ENAS:
+python ./exps/algos-v2/search-cell.py --dataset cifar10  --data_path $TORCH_HOME/cifar.python --algo enas --arch_weight_decay 0 --arch_learning_rate 0.001 --arch_eps 0.001
+python ./exps/algos-v2/search-cell.py --dataset cifar100 --data_path $TORCH_HOME/cifar.python --algo enas --arch_weight_decay 0 --arch_learning_rate 0.001 --arch_eps 0.001
+python ./exps/algos-v2/search-cell.py --dataset ImageNet16-120 --data_path $TORCH_HOME/cifar.python/ImageNet16 --algo enas --arch_weight_decay 0 --arch_learning_rate 0.001 --arch_eps 0.001
 ```
 
 ### Reproduce NAS methods on the size search space
@@ -45,6 +65,11 @@ DARTS (V2):
 |skip_connect~0|+|skip_connect~0|skip_connect~1|+|skip_connect~0|skip_connect~1|skip_connect~2|
 |skip_connect~0|+|skip_connect~0|skip_connect~1|+|skip_connect~0|skip_connect~1|skip_connect~2|
 |skip_connect~0|+|skip_connect~0|skip_connect~1|+|skip_connect~0|skip_connect~1|skip_connect~2|
+
+GDAS:
+|nor_conv_3x3~0|+|nor_conv_3x3~0|none~1|+|nor_conv_1x1~0|nor_conv_3x3~1|nor_conv_3x3~2|
+|nor_conv_3x3~0|+|nor_conv_3x3~0|none~1|+|nor_conv_3x3~0|nor_conv_3x3~1|nor_conv_3x3~2|
+|avg_pool_3x3~0|+|nor_conv_3x3~0|skip_connect~1|+|nor_conv_3x3~0|nor_conv_1x1~1|nor_conv_1x1~2|
 ```
 
 The final discovered architecture ID on CIFAR-100:
@@ -58,6 +83,11 @@ DARTS (V2):
 |none~0|+|skip_connect~0|none~1|+|skip_connect~0|nor_conv_1x1~1|skip_connect~2|
 |skip_connect~0|+|nor_conv_3x3~0|none~1|+|skip_connect~0|none~1|none~2|
 |skip_connect~0|+|nor_conv_1x1~0|none~1|+|nor_conv_3x3~0|skip_connect~1|none~2|
+
+GDAS:
+|nor_conv_3x3~0|+|nor_conv_1x1~0|none~1|+|avg_pool_3x3~0|nor_conv_3x3~1|nor_conv_3x3~2|
+|avg_pool_3x3~0|+|nor_conv_1x1~0|none~1|+|nor_conv_3x3~0|avg_pool_3x3~1|nor_conv_1x1~2|
+|avg_pool_3x3~0|+|nor_conv_3x3~0|none~1|+|nor_conv_3x3~0|nor_conv_1x1~1|nor_conv_1x1~2|
 ```
 
 The final discovered architecture ID on ImageNet-16-120:
@@ -69,4 +99,9 @@ DARTS (V1):
 
 DARTS (V2):
 |none~0|+|skip_connect~0|none~1|+|skip_connect~0|none~1|skip_connect~2|
+
+GDAS:
+|none~0|+|none~0|none~1|+|nor_conv_3x3~0|none~1|none~2|
+|none~0|+|none~0|none~1|+|nor_conv_3x3~0|none~1|none~2|
+|none~0|+|none~0|none~1|+|nor_conv_3x3~0|none~1|none~2|
 ```