diff --git a/paper/paper.bib b/paper/paper.bib
index 5f38fc7..a95cef4 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -119,7 +119,7 @@ @article{huber_bioconductor_2015
 }
 
 @misc{glmjl,
-  title = {{GLM.jl}: Linear and Generalized Linear Models in Julia},
+  title = {{GLM.jl}: Linear and Generalized Linear Models in {J}ulia},
   author = {Bates, Douglas and others},
   year = {2024},
   howpublished = {\url{https://github.com/JuliaStats/GLM.jl}}
@@ -195,4 +195,18 @@ @article{olivoto_metan_2020
         month = jun,
         year = {2020},
         pages = {783--789},
+}
+
+@article{julia,
+  doi       = {10.1137/141000671},
+  url       = {https://doi.org/10.1137%2F141000671},
+  year      = 2017,
+  month     = {jan},
+  publisher = {Society for Industrial {\&} Applied Mathematics ({SIAM})},
+  volume    = {59},
+  number    = {1},
+  pages     = {65--98},
+  author    = {Jeff Bezanson and Alan Edelman and Stefan Karpinski and Viral B. Shah},
+  title     = {{J}ulia: A Fresh Approach to Numerical Computing},
+  journal   = {{SIAM} Review}
 }
\ No newline at end of file
diff --git a/paper/paper.md b/paper/paper.md
index 08702ac..e40b054 100644
--- a/paper/paper.md
+++ b/paper/paper.md
@@ -41,7 +41,7 @@ bibliography: paper.bib
 
 # Summary
 
-`MatrixLM` is an open-source Julia package for fitting matrix linear
+`MatrixLM` is an open-source Julia [@julia] package for fitting matrix linear
 models, which extend classical linear regression to a bilinear
 framework for matrix-valued responses.  It is designed for analyzing
 high-throughput assays in which both rows and columns of the