diff --git a/README.md b/README.md
index dcd8821d..f89c08d3 100644
--- a/README.md
+++ b/README.md
@@ -42,6 +42,9 @@ Key features include:
   Complementing the model zoo, PyTorchVideo comes with extensive data loaders supporting different datasets.
 - **Efficient Video Components:** Video-focused fast and efficient components that are easy to use. Supports accelerated inference on hardware.
 
+## Updates
+
+- Aug 2021: [Multiscale Vision Transformers](https://arxiv.org/abs/2104.11227) has been released in PyTorchVideo, details can be found from [here](https://github.com/facebookresearch/pytorchvideo/blob/master/pytorchvideo/models/vision_transformers.py#L97).
 
 ## Installation
 
diff --git a/pytorchvideo/__init__.py b/pytorchvideo/__init__.py
index c9bebd51..36635173 100644
--- a/pytorchvideo/__init__.py
+++ b/pytorchvideo/__init__.py
@@ -1,3 +1,3 @@
 # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved.
 
-__version__ = "0.1.2"
+__version__ = "0.1.3"