diff --git a/CITATION.cff b/CITATION.cff
index a874d8f9..bdbe3022 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -3,37 +3,49 @@ message: "If you use this software, please cite our article."
 authors:
 - family-names: Batzner
   given-names: Simon
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Musaelian
   given-names: Albert
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Sun
   given-names: Lixin
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Geiger
   given-names: Mario
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Mailoa
   given-names: Jonathan P.
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Kornbluth
   given-names: Mordechai
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Molinari
   given-names: Nicola
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Smidt
   given-names: Tess E.
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 - family-names: Kozinsky
   given-names: Boris
-  orcid: "https://orcid.org/0000-0000-0000-0000"
 doi: 10.1038/s41467-022-29939-5
-date-published: 2022-05-04
-issn: 2041-1723
-journal: Nature Communications
-start: 2453
-title: "E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials"
-type: article
-url: "https://www.nature.com/articles/s41467-022-29939-5"
-volume: 13
+preferred-citation:
+    authors:
+    - family-names: Batzner
+      given-names: Simon
+    - family-names: Musaelian
+      given-names: Albert
+    - family-names: Sun
+      given-names: Lixin
+    - family-names: Geiger
+      given-names: Mario
+    - family-names: Mailoa
+      given-names: Jonathan P.
+    - family-names: Kornbluth
+      given-names: Mordechai
+    - family-names: Molinari
+      given-names: Nicola
+    - family-names: Smidt
+      given-names: Tess E.
+    - family-names: Kozinsky
+      given-names: Boris
+    doi: 10.1038/s41467-022-29939-5
+    date-published: 2022-05-04
+    issn: 2041-1723
+    journal: Nature Communications
+    start: 2453
+    title: "E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials"
+    type: article
+    url: "https://www.nature.com/articles/s41467-022-29939-5"
+    volume: 13