diff --git a/README.md b/README.md
index ffbf6b4651b45db5d7e1a2a65451797d34f65f71..a086bbbd48b80ce89589f269e6e3624209d5d7c4 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,7 @@
 [![Best Paper at LoG 2023 - LoG Conference on Twitter](https://img.shields.io/badge/LoG_2023:_Best_Paper-003380.svg?logo=data:image/png;base64,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)](https://twitter.com/LogConference/status/1729167588851143023)
 [![YouTube: Talk at LoG 2023](https://img.shields.io/badge/Talk_at_LoG_2023-ff0000.svg?logo=youtube)](https://www.youtube.com/live/9ddZ15dZ-lQ?feature=shared&t=6044)
 [![arXiv:2309.01632](https://img.shields.io/badge/arXiv-2309.01632-b31b1b.svg?logo=arxiv)](https://arxiv.org/abs/2309.01632)
+[![DOI:10.18154/RWTH-2024-03864](https://img.shields.io/badge/DOI-10.18154%2FRWTH--2024--03864-00549f)](https://doi.org/10.18154/RWTH-2024-03864)
 [![MIT license](https://img.shields.io/badge/License-MIT-blue.svg)](https://github.com/josefhoppe/edge-flow-cell-complexes/blob/main/LICENSE)
 ![uses Conda](https://img.shields.io/badge/Conda-44A833?logo=Anaconda&logoColor=white)
 [![Snakemake 7.3 or higher](https://img.shields.io/badge/Snakemake-≥7.3.0-039475.svg?logo=data:image/png;base64,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)](https://snakemake.readthedocs.io)
@@ -22,14 +23,21 @@ The code is split into two repositories:
 - [Cell FLOWer](https://github.com/josefhoppe/cell-flower) is a separate package that contains only the code required for the inference and is published to PyPI.
 
 ```
-@inproceedings{
-      hoppe2023representing,
-      title={Representing Edge Flows on Graphs via Sparse Cell Complexes},
-      author={Josef Hoppe and Michael T Schaub},
-      booktitle={The Second Learning on Graphs Conference},
-      year={2023},
-      url={https://openreview.net/forum?id=qix189lq5D}
+@InProceedings{hoppe2024representing,
+  title = 	 {Representing Edge Flows on Graphs via Sparse Cell Complexes},
+  author =       {Hoppe, Josef and Schaub, Michael T},
+  booktitle = 	 {Proceedings of the Second Learning on Graphs Conference},
+  pages = 	 {1:1--1:22},
+  year = 	 {2024},
+  editor = 	 {Villar, Soledad and Chamberlain, Benjamin},
+  volume = 	 {231},
+  series = 	 {Proceedings of Machine Learning Research},
+  month = 	 {27--30 Nov},
+  publisher =    {PMLR},
+  pdf = 	 {https://proceedings.mlr.press/v231/hoppe24a/hoppe24a.pdf},
+  url = 	 {https://proceedings.mlr.press/v231/hoppe24a.html},
 }
+
 ```
 
 ## Running numerical experiments