diff --git a/CITATION.cff b/CITATION.cff
index 9d2a786f2d..d76292a5ea 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -1,50 +1,27 @@
 cff-version: "1.2.0"
-date-released: 2020-10
+date-released: 2023-11
 message: "If you use this software, please cite it as below."
-title: "AdapterHub: A Framework for Adapting Transformers"
+title: "Adapters: A Unified Library for Parameter-Efficient and
+  Modular Transfer Learning"
 url: "https://github.com/Adapter-Hub/adapters"
-authors: 
-  - family-names: Pfeiffer
-    given-names: Jonas
-  - family-names: Rücklé
-    given-names: Andreas
+authors:
   - family-names: Poth
     given-names: Clifton
-  - family-names: Kamath
-    given-names: Aishwarya
+  - family-names: Sterz
+    given-names: Hannah
+  - family-names: Paul
+    given-names: Indraneil
+  - family-names: Purkayastha
+    given-names: Sukannya
+  - family-names: Engländer
+    given-names: Leon
+  - family-names: Imhof
+    given-names: Timo
   - family-names: Vulić
     given-names: Ivan
   - family-names: Ruder
     given-names: Sebastian
-  - family-names: Cho
-    given-names: Kyunghyun
   - family-names: Gurevych
     given-names: Iryna
-preferred-citation:
-  type: inproceedings
-  authors:
   - family-names: Pfeiffer
-    given-names: Jonas
-  - family-names: Rücklé
-    given-names: Andreas
-  - family-names: Poth
-    given-names: Clifton
-  - family-names: Kamath
-    given-names: Aishwarya
-  - family-names: Vulić
-    given-names: Ivan
-  - family-names: Ruder
-    given-names: Sebastian
-  - family-names: Cho
-    given-names: Kyunghyun
-  - family-names: Gurevych
-    given-names: Iryna
-  booktitle: "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations"
-  month: 10
-  start: 46
-  end: 54
-  title: "AdapterHub: A Framework for Adapting Transformers"
-  year: 2020
-  publisher: "Association for Computational Linguistics"
-  url: "https://aclanthology.org/2020.emnlp-demos.7"
-  address: "Online"
+    given-names: Jonas
\ No newline at end of file
diff --git a/README.md b/README.md
index 58e19a0c93..8d67ed646e 100644
--- a/README.md
+++ b/README.md
@@ -160,7 +160,20 @@ To get started with developing on _Adapters_ yourself and learn more about ways
 
 ## Citation
 
-If you use this library for your work, please consider citing our paper [AdapterHub: A Framework for Adapting Transformers](https://arxiv.org/abs/2007.07779):
+If you use the _Adapters_ library in your work, please consider citing our library paper: [Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning](https://arxiv.org/abs/2311.11077)
+
+```
+@misc{poth2023adapters,
+      title={Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning}, 
+      author={Clifton Poth and Hannah Sterz and Indraneil Paul and Sukannya Purkayastha and Leon Engländer and Timo Imhof and Ivan Vulić and Sebastian Ruder and Iryna Gurevych and Jonas Pfeiffer},
+      year={2023},
+      eprint={2311.11077},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```
+
+Alternatively, for the predecessor `adapter-transformers`, the Hub infrastructure and adapters uploaded by the AdapterHub team, please consider citing our initial paper: [AdapterHub: A Framework for Adapting Transformers](https://arxiv.org/abs/2007.07779)
 
 ```
 @inproceedings{pfeiffer2020AdapterHub,
diff --git a/docs/index.rst b/docs/index.rst
index b3685d8d28..9f52862c17 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -110,6 +110,24 @@ Currently, we support the PyTorch versions of all models as listed on the `Model
 Citation
 ========
 
+If you use the _Adapters_ library in your work, please consider citing our library paper `Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning <https://arxiv.org/abs/2311.11077)>`
+
+
+.. code-block:: bibtex
+
+   @misc{poth2023adapters,
+         title={Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning}, 
+         author={Clifton Poth and Hannah Sterz and Indraneil Paul and Sukannya Purkayastha and Leon Engländer and Timo Imhof and Ivan Vulić and Sebastian Ruder and Iryna Gurevych and Jonas Pfeiffer},
+         year={2023},
+         eprint={2311.11077},
+         archivePrefix={arXiv},
+         primaryClass={cs.CL}
+   }
+
+
+Alternatively, for the predecessor `adapter-transformers`, the Hub infrastructure and adapters uploaded by the AdapterHub team, please consider citing our initial paper: `AdapterHub: A Framework for Adapting Transformers <https://arxiv.org/abs/2007.07779>`_
+
+
 .. code-block:: bibtex
 
    @inproceedings{pfeiffer2020AdapterHub,