diff --git a/man-roxygen/ref-vehtari-paretosmooth-2022.R b/man-roxygen/ref-vehtari-paretosmooth-2022.R
index 3aed7910..addcf4c9 100644
--- a/man-roxygen/ref-vehtari-paretosmooth-2022.R
+++ b/man-roxygen/ref-vehtari-paretosmooth-2022.R
@@ -1,5 +1,5 @@
 #' @references
 #' Aki Vehtari, Daniel Simpson, Andrew Gelman, Yuling Yao and
 #' Jonah Gabry (2024). Pareto Smoothed Importance Sampling.
-#' *Journal of Machine Learning Research*, accepted for publication.
-#' arxiv:arXiv:1507.02646 (version 8)
+#' *Journal of Machine Learning Research*, 25(72):1-58.
+#' [PDF](https://jmlr.org/papers/v25/19-556.html)