diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib
index df8c9ca..058ae65 100644
--- a/_bibliography/papers.bib
+++ b/_bibliography/papers.bib
@@ -1,3 +1,12 @@
+@article{Rei2026,
+  author        = {Rei, Gil Robalo and Schmidt, Christoph P. and Nitzler, Jonas and Dinkel, Maximilian and Wall, Wolfgang A.},
+  journal       = {Advanced Modeling and Simulation in Engineering Sciences},
+  title         = {A black box variational inference scheme for inverse problems with demanding physics-based models},
+  volume        = {13},
+  pages         = {19},
+  year          = {2026},
+  url           = {doi:<a href="https://doi.org/10.1186/s40323-026-00335-8">10.1186/s40323-026-00335-8</a>}
+}
 @article{Steinbrecher2026,
   author        = {Steinbrecher, Ivo and Hagmeyer, Nora and Meier, Christoph and Popp, Alexander},
   journal       = {Acta Mechanica},