From 17160ea6945f0ac422be53ae2a8c75e075c4522e Mon Sep 17 00:00:00 2001
From: Aleks <55859680+aleks-py@users.noreply.github.com>
Date: Sun, 5 Feb 2023 18:18:33 -0500
Subject: [PATCH 1/4] Update README.md

---
 README.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/README.md b/README.md
index f74b548..c32c030 100644
--- a/README.md
+++ b/README.md
@@ -18,6 +18,17 @@ ZoMBI is designed specifically to optimize problems that exhibit a "needle-in-a-
 # How to Cite
 Please cite our paper if you want to use `ZoMBI`:
 
+  @misc{https://doi.org/10.48550/arxiv.2208.13771,
+  doi = {10.48550/ARXIV.2208.13771},
+  url = {https://arxiv.org/abs/2208.13771},
+  author = {Siemenn, Alexander E. and Ren, Zekun and Li, Qianxiao and Buonassisi, Tonio},
+  title = {Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization},
+  publisher = {arXiv},
+  year = {2022},
+  copyright = {Creative Commons Attribution 4.0 International}
+  }
+
+
 # Table of Contents
 - [Zooming Memory-Based Initialization (`ZoMBI`)](#zooming-memory-based-initialization-zombi)
 - [How to Cite](#how-to-cite)

From 4abcf68e953b271ee2beb6ba4a15e11e71929209 Mon Sep 17 00:00:00 2001
From: Aleks <55859680+aleks-py@users.noreply.github.com>
Date: Sun, 5 Feb 2023 18:19:27 -0500
Subject: [PATCH 2/4] Update README.md

---
 README.md | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index c32c030..e7dad3d 100644
--- a/README.md
+++ b/README.md
@@ -18,15 +18,15 @@ ZoMBI is designed specifically to optimize problems that exhibit a "needle-in-a-
 # How to Cite
 Please cite our paper if you want to use `ZoMBI`:
 
-  @misc{https://doi.org/10.48550/arxiv.2208.13771,
-  doi = {10.48550/ARXIV.2208.13771},
-  url = {https://arxiv.org/abs/2208.13771},
-  author = {Siemenn, Alexander E. and Ren, Zekun and Li, Qianxiao and Buonassisi, Tonio},
-  title = {Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization},
-  publisher = {arXiv},
-  year = {2022},
-  copyright = {Creative Commons Attribution 4.0 International}
-  }
+    @misc{https://doi.org/10.48550/arxiv.2208.13771,
+    doi = {10.48550/ARXIV.2208.13771},
+    url = {https://arxiv.org/abs/2208.13771},
+    author = {Siemenn, Alexander E. and Ren, Zekun and Li, Qianxiao and Buonassisi, Tonio},
+    title = {Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization},
+    publisher = {arXiv},
+    year = {2022},
+    copyright = {Creative Commons Attribution 4.0 International}
+    }
 
 
 # Table of Contents

From eb0fbc394c2ffa582948a87fc7ba6577f25678c9 Mon Sep 17 00:00:00 2001
From: Aleks <55859680+aleks-py@users.noreply.github.com>
Date: Tue, 6 Jun 2023 22:44:09 -0400
Subject: [PATCH 3/4] Update README.md

---
 README.md | 23 +++++++++++++++--------
 1 file changed, 15 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index e7dad3d..13f77ee 100644
--- a/README.md
+++ b/README.md
@@ -18,17 +18,24 @@ ZoMBI is designed specifically to optimize problems that exhibit a "needle-in-a-
 # How to Cite
 Please cite our paper if you want to use `ZoMBI`:
 
-    @misc{https://doi.org/10.48550/arxiv.2208.13771,
-    doi = {10.48550/ARXIV.2208.13771},
-    url = {https://arxiv.org/abs/2208.13771},
-    author = {Siemenn, Alexander E. and Ren, Zekun and Li, Qianxiao and Buonassisi, Tonio},
-    title = {Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization},
-    publisher = {arXiv},
-    year = {2022},
-    copyright = {Creative Commons Attribution 4.0 International}
+    @article{Siemenn2023,
+       author = {Alexander E. Siemenn and Zekun Ren and Qianxiao Li and Tonio Buonassisi},
+       doi = {10.1038/s41524-023-01048-x},
+       issn = {2057-3960},
+       issue = {1},
+       journal = {npj Computational Materials 2023 9:1},
+       keywords = {Electrical and electronic engineering,Mechanical properties,Thermoelectrics},
+       month = {5},
+       pages = {1-13},
+       publisher = {Nature Publishing Group},
+       title = {Fast Bayesian optimization of Needle-in-a-Haystack problems using zooming memory-based initialization (ZoMBI)},
+       volume = {9},
+       url = {https://www.nature.com/articles/s41524-023-01048-x},
+       year = {2023},
     }
 
 
+
 # Table of Contents
 - [Zooming Memory-Based Initialization (`ZoMBI`)](#zooming-memory-based-initialization-zombi)
 - [How to Cite](#how-to-cite)

From 7f467914dad76b0d51e93ec3fb769b5bae276894 Mon Sep 17 00:00:00 2001
From: Aleks <55859680+aleks-py@users.noreply.github.com>
Date: Tue, 6 Jun 2023 22:47:34 -0400
Subject: [PATCH 4/4] Update README.md

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

diff --git a/README.md b/README.md
index 13f77ee..a697028 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ Please cite our paper if you want to use `ZoMBI`:
        doi = {10.1038/s41524-023-01048-x},
        issn = {2057-3960},
        issue = {1},
-       journal = {npj Computational Materials 2023 9:1},
+       journal = {npj Computational Materials},
        keywords = {Electrical and electronic engineering,Mechanical properties,Thermoelectrics},
        month = {5},
        pages = {1-13},