From 08d21781eb574ac2ac54237a4a8eeee9043b9f7c Mon Sep 17 00:00:00 2001
From: Jack Turner <jackwilliamturner@icloud.com>
Date: Tue, 9 Jun 2020 10:04:59 +0100
Subject: [PATCH 1/3] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 1826655..669cb9f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
-# Neural Architecture Search Without Training
+# [Neural Architecture Search Without Training](https://arxiv.org/abs/2006.04647)
 
-This repository contains code for replicating our paper on NAS without training. 
+This repository contains code for replicating our paper, [NAS Without Training](https://arxiv.org/abs/2006.04647). 
 
 ## Setup 
 

From 8167081b8510b34cefe22ee5d43b34b83bbeb8dc Mon Sep 17 00:00:00 2001
From: Jack Turner <jackwilliamturner@icloud.com>
Date: Tue, 9 Jun 2020 10:08:15 +0100
Subject: [PATCH 2/3] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 669cb9f..57d3e69 100644
--- a/README.md
+++ b/README.md
@@ -35,7 +35,7 @@ Each command will finish by calling `process_results.py`, which will print a tab
 | Ours (N=100) |          17.4139  | 88.45 +- 1.46    | 91.61 +- 1.71     | 66.42 +- 3.27     | 66.56 +- 3.28      | 36.56 +- 6.70          | 36.37 +- 6.97
 
 
-To try different sample sizes, simply change the `--n_samples` argument in the call to `search.py`, and update the list of sample sizes on line 51 of `process_results.py`.
+To try different sample sizes, simply change the `--n_samples` argument in the call to `search.py`, and update the list of sample sizes [this line](https://github.com/BayesWatch/nas-without-training/blob/master/process_results.py#L51) of `process_results.py`.
 
 Note that search times may vary from the reported result owing to hardware setup.
 

From 76d23b14acc83e0fb9fabfaff0a8aff50fa40868 Mon Sep 17 00:00:00 2001
From: Jack Turner <jackwilliamturner@icloud.com>
Date: Tue, 9 Jun 2020 10:09:40 +0100
Subject: [PATCH 3/3] Update README.md

---
 README.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/README.md b/README.md
index 57d3e69..d25a01a 100644
--- a/README.md
+++ b/README.md
@@ -44,3 +44,18 @@ The code is licensed under the MIT licence.
 ## Acknowledgements
 
 This repository makes liberal use of code from the [AutoDL](https://github.com/D-X-Y/AutoDL-Projects) library. We also rely on [NAS-Bench-201](https://github.com/D-X-Y/NAS-Bench-201).
+
+## Citing us 
+
+If you use or build on our work, please consider citing us:
+
+```
+@misc{mellor2020neural,
+    title={Neural Architecture Search without Training},
+    author={Joseph Mellor and Jack Turner and Amos Storkey and Elliot J. Crowley},
+    year={2020},
+    eprint={2006.04647},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG}
+}
+```