diff --git a/docs/bib/use_citations.bib b/docs/bib/use_citations.bib
index 81d2a21317..7cb717ffe5 100644
--- a/docs/bib/use_citations.bib
+++ b/docs/bib/use_citations.bib
@@ -1,3 +1,15 @@
+% 2024-01-03
+@article{Kauffman:2024bov,
+    author = "Kauffman, Elliott and Held, Alexander and Shadura, Oksana",
+    title = "{Machine Learning for Columnar High Energy Physics Analysis}",
+    eprint = "2401.01802",
+    archivePrefix = "arXiv",
+    primaryClass = "hep-ex",
+    month = "1",
+    year = "2024",
+    journal = ""
+}
+
 % 2023-12-27
 @article{Altakach:2023tsd,
     author = "Altakach, Mohammad Mahdi and Kraml, Sabine and Lessa, Andre and Narasimha, Sahana and Pascal, Timoth\'ee and Reymermier, Th\'eo and Waltenberger, Wolfgang",