diff --git a/docs/about/cite.rst b/docs/about/cite.rst
index 54f76d8c..01af543c 100644
--- a/docs/about/cite.rst
+++ b/docs/about/cite.rst
@@ -18,7 +18,7 @@ CellRank's :class:`~cellrank.kernels.VelocityKernel` with classical RNA velocity
     }
 
 If you are using the :class:`~cellrank.kernels.PseudotimeKernel`, :class:`~cellrank.kernels.CytoTRACEKernel`, :class:`~cellrank.kernels.RealTimeKernel`, or the :class:`~cellrank.kernels.VelocityKernel` with velocities inferred
-from metabolic labeling data using the CellRank 2 approach, cite :cite:`weiler:23` as:
+from metabolic labeling data using the CellRank 2 approach, cite :cite:`weiler:24` as:
 
 .. code-block:: bibtex
 
diff --git a/docs/index.rst b/docs/index.rst
index 732dcf8b..193ce17f 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -12,7 +12,7 @@ CellRank 2: Unified fate mapping in multiview single-cell data
     :align: center
     :class: only-dark
 
-**CellRank** :cite:`lange:22,weiler:23` is a modular framework to study cellular dynamics based on Markov state modeling of
+**CellRank** :cite:`lange:22,weiler:24` is a modular framework to study cellular dynamics based on Markov state modeling of
 multi-view single-cell data. See :doc:`about CellRank <about/index>` to learn more and :doc:`our citation guide <about/cite>` for guidance on
 citing our work correctly. Also, read our `recent preprint <https://doi.org/10.1101/2023.07.19.549685>`_ to see the new CellRank 2 features in action.
 
diff --git a/docs/references.bib b/docs/references.bib
index c0eecaa5..2754e6a9 100644
--- a/docs/references.bib
+++ b/docs/references.bib
@@ -803,12 +803,17 @@ @article{bastidas:17
   year      = {2017},
 }
 
-@article{weiler:23,
-    title = {Unified fate mapping in multiview single-cell data},
-    author = {Weiler, Philipp and Lange, Marius and Klein, Michal and Pe{\textquotesingle}er, Dana and Theis, Fabian},
-    doi = {10.1101/2023.07.19.549685},
-    journal   = {bioRxiv},
-    url = {https://doi.org/10.1101/2023.07.19.549685},
-    year = {2023},
-    publisher = {Cold Spring Harbor Laboratory},
+@article{weiler:24,
+    title = {CellRank 2: unified fate mapping in multiview single-cell data},
+    volume = {21},
+    ISSN = {1548-7105},
+    url = {http://dx.doi.org/10.1038/s41592-024-02303-9},
+    DOI = {10.1038/s41592-024-02303-9},
+    number = {7},
+    journal = {Nature Methods},
+    publisher = {Springer Science and Business Media LLC},
+    author = {Weiler,  Philipp and Lange,  Marius and Klein,  Michal and Pe'er,  Dana and Theis,  Fabian},
+    year = {2024},
+    month = jun,
+    pages = {1196--1205}
 }