diff --git a/src/docs/JOSS/paper.bib b/src/docs/JOSS/paper.bib
index ac8e99ea7a6..e08295b77dc 100644
--- a/src/docs/JOSS/paper.bib
+++ b/src/docs/JOSS/paper.bib
@@ -26,17 +26,14 @@ @misc{CHAI:2023
 }
 
 @article{Beckingsale:2020,
-abstract = {Advanced architectures like Sierra provide a wide range of memory resources that must often be carefully controlled by the user. These resources have varying capacities, access timing rules, and visibility to different compute resources. Applications must intelligently allocate data in these spaces, and depending on the total amount of memory required, applications may also be forced to move data between different parts of the memory hierarchy. Finally, applications using multiple packages must coordinate effectively to ensure that each package can use the memory resources it needs. To address these challenges, we present Umpire, an application-oriented library for managing memory resources. Specifically, Umpire provides support for querying memory resources, provisioning and allocating memory, and memory introspection. It allows computer scientists and computational physicists to efficiently program the memory hierarchies of current and future high-performance computing architectures, without tying their application to specific hardware or software. In this article, we describe the design and implementation of Umpire and present case studies from the integration of Umpire into applications that are currently running on Sierra.},
-author = {Beckingsale, D. A. and McFadden, M. J. and Dahm, J. P.S. and Pankajakshan, R. and Hornung, R. D.},
-doi = {10.1147/JRD.2019.2954403},
-file = {:Users/settgast1/Documents/Mendeley Desktop/Beckingsale et al/2020/Umpire Application-focused management and coordination of complex hierarchical memory/Beckingsale et al. - 2020 - Umpire Application-focused management and coordination of complex hierarchical memory.pdf:pdf},
-issn = {21518556},
-journal = {IBM Journal of Research and Development},
-number = {3-4},
-pages = {1--10},
-title = {{Umpire: Application-focused management and coordination of complex hierarchical memory}},
-volume = {64},
-year = {2020}
+  author={Beckingsale, D. A. and McFadden, M. J. and Dahm, J. P. S. and Pankajakshan, R. and Hornung, R. D.},
+  title={Umpire: Application-focused management and coordination of complex hierarchical memory}, 
+  journal={IBM Journal of Research and Development}, 
+  year={2020},
+  volume={64},
+  number={3/4},
+  pages={15:1-15:10},
+  doi={10.1147/JRD.2019.2954403}
 }
 
 @InProceedings{hypre,
diff --git a/src/docs/JOSS/paper.md b/src/docs/JOSS/paper.md
index 98f13a0f3db..5509a3b616d 100644
--- a/src/docs/JOSS/paper.md
+++ b/src/docs/JOSS/paper.md
@@ -36,6 +36,8 @@ authors:
     affiliation: 2
   - name: Andrea Franceschini
     affiliation: 3
+  - name: Matteo Frigo
+    affiliation: 3
   - name: Thomas Gazzola
     affiliation: 2
   - name: Herve Gross