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google-research · Nov 13, 2020 · bf6aac3 · bf6aac3
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diff --git a/nngp_nas/NNGP_on_NASBench101.ipynb b/nngp_nas/NNGP_on_NASBench101.ipynb
@@ -39,7 +39,7 @@
       "source": [
         "# Colab demonstration for NNGP evaluation.\n",
         "\n",
-        "This colab accompanies the paper [**Towards NNGP-guided Neural Architecture Search**](). We construct an NNGP evaluator of networks in the [**NAS-Bench-101**](http://proceedings.mlr.press/v97/ying19a.html) dataset, and compute some metrics on how well it predicts the ground truth performance of the networks.\n",
+        "This colab accompanies the paper [**Towards NNGP-guided Neural Architecture Search**](https://arxiv.org/abs/2005.09629). We construct an NNGP evaluator of networks in the [**NAS-Bench-101**](http://proceedings.mlr.press/v97/ying19a.html) dataset, and compute some metrics on how well it predicts the ground truth performance of the networks.\n",
         "\n",
         "The publicly available and free hosted colab instances can be used to run this colab. This colab uses the NAS-Bench-101 package, which can be found at https://github.com/google-research/nasbench."
       ]

diff --git a/nngp_nas/README.md b/nngp_nas/README.md
@@ -4,7 +4,7 @@
 This directory contains the publicly available [Colab Notebook](https://colab.research.google.com/github/google-research/google-research/blob/master/nngp_nas/NNGP_on_NASBench101.ipynb) for the paper:
 
 [**Towards NNGP-guided Neural Architecture Search**](
-https://arxiv.org/abs/2010.xxxxx).
+https://arxiv.org/abs/2011.06006).
 
 Daniel S. Park*, Jaehoon Lee*, Daiyi Peng, Yuan Cao, Jascha Sohl-Dickstein (2020).
 
@@ -26,7 +26,12 @@ With this notebook you will be able to:
 If you find this code or paper useful, please cite:
 
 ```
-TBD
+@article{park2020towards,
+    title={Towards NNGP-guided Neural Architecture Search},
+    author={Park, Daniel S and Lee, Jaehoon and Peng, Daiyi and Cao, Yuan and Sohl-Dickstein, Jascha},
+    journal={arXiv preprint arXiv:2011.06006},
+    year={2020},
+}
 ```
 
 ## Contact