diff --git a/_data/publications.bib b/_data/publications.bib
index 39103216..b57c54fd 100644
--- a/_data/publications.bib
+++ b/_data/publications.bib
@@ -23,17 +23,6 @@ @unpublished{Penz2025myperspective
   note    = {Unpublished},
 }
 
-@unpublished{Schmitz2025adpwdft,
-  title   = {Algorithmic differentiation for plane-wave DFT: materials design, error control and learning model parameters},
-  code    = {https://github.com/niklasschmitz/ad-dfpt},
-  author  = {Schmitz, Niklas Frederik and Ploumhans, Bruno and Herbst, Michael F.},
-  url     = {https://arxiv.org/abs/2509.07785},
-  year    = {2025},
-  month   = {9},
-  day     = {9},
-  note    = {Unpublished},
-}
-
 @unpublished{Herbst2025adaptivedfpt,
   title   = {Efficient Krylov methods for linear response in plane-wave electronic structure calculations},
   code    = {https://github.com/bonans/inexact_Krylov_response},
@@ -48,6 +37,19 @@ @unpublished{Herbst2025adaptivedfpt
 %
 % Peer-reviewed publications
 %
+@Article{Schmitz2025adpwdft,
+  title   = {Algorithmic differentiation for plane-wave DFT: materials design, error control and learning model parameters},
+  code    = {https://github.com/niklasschmitz/ad-dfpt},
+  author  = {Schmitz, Niklas Frederik and Ploumhans, Bruno and Herbst, Michael F.},
+  journal = {npj Computational Materials},
+  year    = {2025},
+  month   = {12},
+  day     = {04},
+  issn    = {2057-3960},
+  doi     = {10.1038/s41524-025-01880-3},
+  url     = {https://doi.org/10.1038/s41524-025-01880-3},
+}
+
 @article{Herbst2025inversion,
   title   = {Kohn-Sham inversion with mathematical guarantees},
   code    = {https://github.com/mfherbst/supporting-my-inversion},