diff --git a/MANIFEST.in b/MANIFEST.in
index f4f7577861..b28b62ee46 100755
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,4 +1,5 @@
 include requirements.txt
+include requirements-plotting.txt
 include LICENSE
 include dowhy/VERSION
 recursive-include docs *
diff --git a/docs/source/code_repo.rst b/docs/source/code_repo.rst
index 5ccb16fad9..c9fafa0e75 100644
--- a/docs/source/code_repo.rst
+++ b/docs/source/code_repo.rst
@@ -6,6 +6,25 @@ DoWhy is hosted on GitHub.
 You can browse the code in a html-friendly format `here
 <https://github.com/Microsoft/dowhy>`_.
 
+v0.6: Better Refuters for unobserved confounders and placebo treatment
+----------------------------------------------------------------------
+
+* **[Major]** Placebo refuter also works for IV methods
+
+* **[Major]** Moved matplotlib to an optional dependency. Can be installed using `pip install dowhy[plotting]`
+
+* **[Major]** A new method for generating unobserved confounder for refutation
+
+* Update to align with EconML's new API
+
+* All refuters now support control and treatment values for continuous treatments
+
+* Better logging configuration
+
+* Dummyoutcomerefuter supports unobserved confounder
+
+A big thanks to @arshiaarya, @n8sty, @moprescu and @vojavocni
+
 v0.5-beta: Enhanced documentation and support for causal mediation
 -------------------------------------------------------------------
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 362b54f6b0..d5cdfb6783 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -24,7 +24,7 @@
 author = 'Amit Sharma, Emre Kiciman'
 
 # The short X.Y version
-version = '0.5'
+version = '0.6'
 # The full version, including alpha/beta/rc tags
 release = ''
 
diff --git a/docs/source/dowhy.utils.rst b/docs/source/dowhy.utils.rst
index e43f929892..2d32ed26fa 100644
--- a/docs/source/dowhy.utils.rst
+++ b/docs/source/dowhy.utils.rst
@@ -20,6 +20,14 @@ dowhy.utils.cli\_helpers module
    :undoc-members:
    :show-inheritance:
 
+dowhy.utils.dgp module
+----------------------
+
+.. automodule:: dowhy.utils.dgp
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 dowhy.utils.propensity\_score module
 ------------------------------------
 
diff --git a/dowhy/VERSION b/dowhy/VERSION
index 4b9fcbec10..5a2a5806df 100755
--- a/dowhy/VERSION
+++ b/dowhy/VERSION
@@ -1 +1 @@
-0.5.1
+0.6
diff --git a/setup.py b/setup.py
index 2b3379f988..fe36cba709 100755
--- a/setup.py
+++ b/setup.py
@@ -39,7 +39,7 @@
     license='MIT',
     long_description=long_description,
     url='https://github.com/microsoft/dowhy',  # Optional
-    download_url='https://github.com/microsoft/dowhy/archive/v0.5.1.tar.gz',
+    download_url='https://github.com/microsoft/dowhy/archive/v0.6.tar.gz',
     author='Amit Sharma, Emre Kiciman',
     classifiers=[  # Optional
         'Development Status :: 4 - Beta',