diff --git a/CITATION.cff b/CITATION.cff
index e534244..a978932 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -34,7 +34,7 @@ authors:
   orcid: "https://orcid.org/0000-0002-7903-2472"
 title: "A Python workflow definition for computational materials design"
 version: 0.1.1
-doi: 10.5281/zenodo.15516180
-date-released: 2025-05-26
+doi: 10.1039/D5DD00231A
+date-released: 2025-10-25
 license: bsd-3-clause
 url: "https://github.com/pythonworkflow/python-workflow-definition"
diff --git a/README.md b/README.md
index 0d91d9b..f9669c1 100644
--- a/README.md
+++ b/README.md
@@ -1,13 +1,14 @@
 # Python Workflow Definition
 [![Pipeline](https://github.com/pythonworkflow/python-workflow-definition/actions/workflows/pipeline.yml/badge.svg)](https://github.com/pythonworkflow/python-workflow-definition/actions/workflows/pipeline.yml)
 [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/pythonworkflow/python-workflow-definition/HEAD)
-[![arXiv](https://img.shields.io/badge/arXiv-2505.20366-b31b1b.svg)](https://arxiv.org/abs/2505.20366)
 [![DOI](https://zenodo.org/badge/945869529.svg)](https://doi.org/10.5281/zenodo.15516179)
 
 ## Definition
 In the Python Workflow Definition (PWD) each node represents a Python function, with the edges defining the connection 
 between input and output of the different Python functions. 
 
+Published in: [J. Janssen, J. George, J. Geiger, M. Bercx, X. Wang, C. Ertural, J. Schaarschmidt, A.M. Ganose, G. Pizzi, T. Hickel and J. Neugebauer. A python workflow definition for computational materials design. Digital Discovery, 2025](https://doi.org/10.1039/D5DD00231A)
+
 ## Format
 Each workflow consists of three files, a Python module which defines the individual Pythons, a JSON file which defines
 the connections between the different Python functions and a conda environment file to define the software dependencies.