diff --git a/.readthedocs.yaml b/.readthedocs.yaml
new file mode 100644
index 0000000..4e468d4
--- /dev/null
+++ b/.readthedocs.yaml
@@ -0,0 +1,35 @@
+# Read the Docs configuration file for Sphinx projects
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+# Required
+version: 2
+
+# Set the OS, Python version and other tools you might need
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.8"
+    # You can also specify other tool versions:
+    # nodejs: "20"
+    # rust: "1.70"
+    # golang: "1.20"
+
+# Build documentation in the "docs/" directory with Sphinx
+sphinx:
+  configuration: docs/source/conf.py
+  # You can configure Sphinx to use a different builder, for instance use the dirhtml builder for simpler URLs
+  # builder: "dirhtml"
+  # Fail on all warnings to avoid broken references
+  # fail_on_warning: true
+
+# Optionally build your docs in additional formats such as PDF and ePub
+# formats:
+#   - pdf
+#   - epub
+
+# Optional but recommended, declare the Python requirements required
+# to build your documentation
+# See https://docs.readthedocs.io/en/stable/guides/reproducible-builds.html
+python:
+  install:
+    - requirements: docs/requirements.txt
\ No newline at end of file
diff --git a/README.md b/README.md
index c96c6fe..111b097 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ Discovering stochastic dynamical equations from ecological time series data, tog
 ### Citation to the manuscript
 If you are using this software package or any code from this repo in your research, please cite us as follows:
 
-Nabeel, A., Karichannavar, A., Palathingal, S., Jhawar, J., Brückner, B., Danny Raj, M., & Guttal, V., "Discovering stochastic dynamical equations from ecological time series data", arXiv preprint [arXiv:2205.02645](https://arxiv.org/abs/2205.02645), to appear in <strong>The American Naturalist</strong>. 
+Nabeel, A., Karichannavar, A., Palathingal, S., Jhawar, J., Brückner, D. B., Danny Raj, M., & Guttal, V., "Discovering stochastic dynamical equations from ecological time series data", arXiv preprint [arXiv:2205.02645](https://arxiv.org/abs/2205.02645), to appear in <strong>The American Naturalist</strong>. 
 
 ### Authors and Contact Details
 
@@ -136,7 +136,7 @@ For more information about PyDaddy, check out the [package documentation](https:
 ### Citation
 If you are using this package in your research, please cite the associated [paper](https://arxiv.org/abs/2205.02645) as follows:
 
-Nabeel, A., Karichannavar, A., Palathingal, S., Jhawar, J., Brückner, B., Danny Raj, M., & Guttal, V., "Discovering stochastic dynamical equations from ecological time series data", arXiv preprint [arXiv:2205.02645](https://arxiv.org/abs/2205.02645), to appear in <strong>The American Naturalist</strong>. 
+Nabeel, A., Karichannavar, A., Palathingal, S., Jhawar, J., Brückner, D. B., Danny Raj, M., & Guttal, V., "Discovering stochastic dynamical equations from ecological time series data", arXiv preprint [arXiv:2205.02645](https://arxiv.org/abs/2205.02645), to appear in <strong>The American Naturalist</strong>. 
 
 ### Funding
 This study was partially funded by Science and Engineering Research Board, Department of Science and Technology, Government of India to Vishwesha Guttal. 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 55bfeee..96f82b9 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -31,7 +31,7 @@
 author = 'Ashwin Karichannavar, Arshed Nabeel'
 
 # The full version, including alpha/beta/rc tags
-release = '1.0.0'
+release = '1.1.1'
 
 
 # -- General configuration ---------------------------------------------------