diff --git a/paper_OJA.tex b/paper_OJA.tex
index e26f752..1a2866d 100644
--- a/paper_OJA.tex
+++ b/paper_OJA.tex
@@ -177,9 +177,10 @@
 J.~E. Campagne$^{1,\ast}$, 
 F. Lanusse$^2$,
 J. Zuntz$^3$,\\
-D.~Kirkby$^4$,\\
-Y.~Li$^{5,6}$,\\
-A. Peel$^7$\\
+D.~Kirkby$^4$,
+D. Lanzieri$^2$,
+Y.~Li$^{5,6}$,
+A. Peel$^7$
 \jaxcosmo\ contributors}
 \thanks{$^\ast$jean-eric.campagne@ijclab.in2p3.fr}
 
@@ -1066,11 +1067,11 @@ \section{Conclusions \& Prospects}
 \section*{Credit authorship contribution statement}
 \textbf{J.E Campagne:} Conceptualization, Methodology, Software, Validation, Writing, Visualization.
 \textbf{F. Lanusse:}, Conceptualization, Methodology, Software, Validation, Writing, Project administration.
+\textbf{D. Lanzieri:}, Software and validation for redshift distribution.
 \textbf{J. Zuntz:} Investigation, Writing.
 \textbf{D.~Kirkby:}, Software and validation for sparse linear algebra.
 \textbf{A. Peel:} Software and validation for spline interpolations in JAX.
 
-
 %\section*{Declaration of Competing Interest}
 %The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.