From 76bb23aae2088207b0c04e75ec0f4d6d6780eaa5 Mon Sep 17 00:00:00 2001
From: Vincent Moens <vmoens@meta.com>
Date: Wed, 7 Jun 2023 15:48:30 +0100
Subject: [PATCH] [Doc] Add paper refs in doc and KB (#1241)

---
 docs/source/index.rst       | 3 +++
 knowledge_base/RESOURCES.md | 9 +++++++++
 2 files changed, 12 insertions(+)

diff --git a/docs/source/index.rst b/docs/source/index.rst
index cd9458c3b48..75af9a95f64 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -27,6 +27,9 @@ for :doc:`cost functions <reference/objectives>`, :ref:`returns <reference/objec
 
 TorchRL aims at a high modularity and good runtime performance.
 
+To read more about TorchRL philosophy and capabilities beyond this API reference,
+check the `TorchRL paper <https://arxiv.org/abs/2306.00577>`__.
+
 Tutorials
 =========
 
diff --git a/knowledge_base/RESOURCES.md b/knowledge_base/RESOURCES.md
index ce193c4ea3f..aedac261eca 100644
--- a/knowledge_base/RESOURCES.md
+++ b/knowledge_base/RESOURCES.md
@@ -1,5 +1,14 @@
 # Useful resources
 
+## TorchRL paper
+To know more about TorchRL philosophy, the problem it is trying to solve and
+get some idea about its general capabilities, refer to the [TorchRL paper](https://arxiv.org/abs/2306.00577).
+
+We also have some introductory videos for you to get to know the library better, check them out:
+
+- [TorchRL intro at PyTorch day 2022](https://youtu.be/cIKMhZoykEE)
+- [PyTorch 2.0 Q&A: TorchRL](https://www.youtube.com/live/myEfUoYrbts?feature=share)
+
 ## Pytorch documentation
 See [here](https://pytorch.org/docs/stable/index.html)