diff --git a/tutorials/README.md b/tutorials/README.md
index 7d8a0c51..90e05758 100644
--- a/tutorials/README.md
+++ b/tutorials/README.md
@@ -1,5 +1,5 @@
 # Welcome to the `torchgfn` tutorials
 
 1. Learn the building blocks of your GflowNet with [notebooks](https://github.com/saleml/torchgfn/tree/master/tutorials/notebooks/)
-2. See `torchgfn` in action with example [training scripts](https://github.com/saleml/torchgfn/tree/master/tutorials/scripts/)
+2. See `torchgfn` in action with example [training scripts](https://github.com/saleml/torchgfn/tree/master/tutorials/examples/)
 3. Read a summary of what you need to do to create your own [Environment](https://github.com/saleml/torchgfn/tree/master/tutorials/ENV.md)
diff --git a/tutorials/scripts/README.md b/tutorials/examples/README.md
similarity index 100%
rename from tutorials/scripts/README.md
rename to tutorials/examples/README.md
diff --git a/tutorials/scripts/__init__.py b/tutorials/examples/__init__.py
similarity index 100%
rename from tutorials/scripts/__init__.py
rename to tutorials/examples/__init__.py
diff --git a/tutorials/scripts/train_box.py b/tutorials/examples/train_box.py
similarity index 99%
rename from tutorials/scripts/train_box.py
rename to tutorials/examples/train_box.py
index d3762a13..30d6d854 100644
--- a/tutorials/scripts/train_box.py
+++ b/tutorials/examples/train_box.py
@@ -1,4 +1,4 @@
-"""
+r"""
 The goal of this script is to reproduce some of the published results on the Box
 environment. Run one of the following commands to reproduce some of the results in
 [A theory of continuous generative flow networks](https://arxiv.org/abs/2301.12594)
diff --git a/tutorials/scripts/train_discreteebm.py b/tutorials/examples/train_discreteebm.py
similarity index 99%
rename from tutorials/scripts/train_discreteebm.py
rename to tutorials/examples/train_discreteebm.py
index 6a713615..84191f2d 100644
--- a/tutorials/scripts/train_discreteebm.py
+++ b/tutorials/examples/train_discreteebm.py
@@ -1,4 +1,4 @@
-"""
+r"""
 The goal of this script is to reproduce some of the published results on the HyperGrid
 environment. Run one of the following commands to reproduce some of the results in
 [Trajectory balance: Improved credit assignment in GFlowNets](https://arxiv.org/abs/2201.13259)
diff --git a/tutorials/scripts/train_hypergrid.py b/tutorials/examples/train_hypergrid.py
similarity index 99%
rename from tutorials/scripts/train_hypergrid.py
rename to tutorials/examples/train_hypergrid.py
index 7acf5599..5a613faf 100644
--- a/tutorials/scripts/train_hypergrid.py
+++ b/tutorials/examples/train_hypergrid.py
@@ -1,4 +1,4 @@
-"""
+r"""
 The goal of this script is to reproduce some of the published results on the HyperGrid
 environment. Run one of the following commands to reproduce some of the results in
 [Trajectory balance: Improved credit assignment in GFlowNets](https://arxiv.org/abs/2201.13259)