diff --git a/CITATION.cff b/CITATION.cff
new file mode 100644
index 00000000..bf1f962d
--- /dev/null
+++ b/CITATION.cff
@@ -0,0 +1,35 @@
+cff-version: 1.2.0
+message: "If you use this software, please cite it as below."
+authors:
+- family-names: "Kratzert"
+  given-names: "Frederik"
+- family-names: "Gauch"
+  given-names: "Martin"
+- family-names: "Nearing"
+  given-names: "Grey"
+- family-names: "Klotz"
+  given-names: "Daniel"
+title: "NeuralHydrology --- A Python library for Deep Learning research in hydrology"
+doi: 10.21105/joss.04050
+url: "https://doi.org/10.21105/joss.04050"
+preferred-citation:
+  type: article
+  authors:
+  - family-names: "Kratzert"
+    given-names: "Frederik"
+  - family-names: "Gauch"
+    given-names: "Martin"
+  - family-names: "Nearing"
+    given-names: "Grey"
+  - family-names: "Klotz"
+    given-names: "Daniel"
+  doi: "10.21105/joss.04050"
+  journal: "Journal of Open Source Software"
+  publisher: 
+    name: "The Open Journal"
+  start: 4050 # First page number
+  end: 4050 # Last page number
+  title: "NeuralHydrology --- A Python library for Deep Learning research in hydrology"
+  number: 71
+  volume: 7
+  year: 2022
diff --git a/README.md b/README.md
index ce226eed..4bd94139 100644
--- a/README.md
+++ b/README.md
@@ -16,6 +16,24 @@ this code in our day-to-day research and will continue to integrate our new rese
 - Research Blog: [neuralhydrology.github.io](https://neuralhydrology.github.io)
 - Bug reports/Feature requests [https://github.com/neuralhydrology/neuralhydrology/issues](https://github.com/neuralhydrology/neuralhydrology/issues)
 
+# Cite NeuralHydrology
+
+In case you use NeuralHydrology in your research or work, it would be highly appreciated if you include a reference to our [JOSS paper](https://joss.theoj.org/papers/10.21105/joss.04050#) in any kind of publication.
+
+```bibtex
+@article{kratzert2022joss,
+  title = {NeuralHydrology --- A Python library for Deep Learning research in hydrology},
+  author = {Frederik Kratzert and Martin Gauch and Grey Nearing and Daniel Klotz},
+  journal = {Journal of Open Source Software},
+  publisher = {The Open Journal},
+  year = {2022},
+  volume = {7},
+  number = {71},
+  pages = {4050},
+  doi = {10.21105/joss.04050},
+  url = {https://doi.org/10.21105/joss.04050},
+}
+```
 
 # Contact
 
diff --git a/neuralhydrology/__about__.py b/neuralhydrology/__about__.py
index 10aa336c..b3f9ac7f 100644
--- a/neuralhydrology/__about__.py
+++ b/neuralhydrology/__about__.py
@@ -1 +1 @@
-__version__ = "1.2.3"
+__version__ = "1.2.4"
diff --git a/neuralhydrology/evaluation/metrics.py b/neuralhydrology/evaluation/metrics.py
index f6e7519e..637fbcd5 100644
--- a/neuralhydrology/evaluation/metrics.py
+++ b/neuralhydrology/evaluation/metrics.py
@@ -20,7 +20,10 @@ def get_available_metrics() -> List[str]:
     List[str]
         List of implemented metric names.
     """
-    metrics = ["NSE", "MSE", "RMSE", "KGE", "Alpha-NSE", "Pearson-r", "Beta-NSE", "FHV", "FMS", "FLV", "Peak-Timing"]
+    metrics = [
+        "NSE", "MSE", "RMSE", "KGE", "Alpha-NSE", "Pearson-r", "Beta-KGE", "Beta-NSE", "FHV", "FMS", "FLV",
+        "Peak-Timing"
+    ]
     return metrics
 
 
@@ -657,6 +660,7 @@ def calculate_all_metrics(obs: DataArray,
         "RMSE": rmse(obs, sim),
         "KGE": kge(obs, sim),
         "Alpha-NSE": alpha_nse(obs, sim),
+        "Beta-KGE": beta_kge(obs, sim),
         "Beta-NSE": beta_nse(obs, sim),
         "Pearson-r": pearsonr(obs, sim),
         "FHV": fdc_fhv(obs, sim),
@@ -715,6 +719,8 @@ def calculate_metrics(obs: DataArray,
             values["KGE"] = kge(obs, sim)
         elif metric.lower() == "alpha-nse":
             values["Alpha-NSE"] = alpha_nse(obs, sim)
+        elif metric.lower() == "beta-kge":
+            values["Beta-KGE"] = beta_kge(obs, sim)
         elif metric.lower() == "beta-nse":
             values["Beta-NSE"] = beta_nse(obs, sim)
         elif metric.lower() == "pearson-r":