diff --git a/docs/source/refs.bib b/docs/source/refs.bib
index b97cb5d96..8fa330923 100644
--- a/docs/source/refs.bib
+++ b/docs/source/refs.bib
@@ -213,12 +213,14 @@ @InProceedings{mathys:2020
 }
 
 @article{Vehtari:2015,
-  doi = {10.48550/ARXIV.1507.04544},
-  url = {https://arxiv.org/abs/1507.04544},
-  author = {Vehtari,  Aki and Gelman,  Andrew and Gabry,  Jonah},
-  keywords = {Computation (stat.CO),  Methodology (stat.ME),  FOS: Computer and information sciences,  FOS: Computer and information sciences},
-  title = {Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC},
-  publisher = {arXiv},
-  year = {2015},
-  copyright = {arXiv.org perpetual,  non-exclusive license}
-}
\ No newline at end of file
+   title={Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC},
+   volume={27},
+   ISSN={1573-1375},
+   url={http://dx.doi.org/10.1007/s11222-016-9696-4},
+   DOI={10.1007/s11222-016-9696-4},
+   number={5},
+   journal={Statistics and Computing},
+   publisher={Springer Science and Business Media LLC},
+   author={Vehtari, Aki and Gelman, Andrew and Gabry, Jonah},
+   year={2016},
+   month=aug, pages={1413–1432} }