diff --git a/README.md b/README.md
index 053f50d6bcc3441cb1eb655c238d13bf95ae8caf..f11d9262879a712d3a1ebe07cf6e14afce1f7dc3 100644
--- a/README.md
+++ b/README.md
@@ -5,10 +5,10 @@
 Simulator of Convolutional Spiking Neural Network
 
 Provide implementation of experiments described in:
-* Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditional Feature Learning Approaches?, P Falez, P Tirilly, IM Bilasco, P Devienne, P Boulet, Pattern Recognition
-* Multi-layered Spiking Neural Network with Target Timestamp Threshold Adaptation and STDP, P Falez, P Tirilly, IM Bilasco, P Devienne, P Boulet, IJCNN 2019
+* __Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditional Feature Learning Approaches?__, P Falez, P Tirilly, IM Bilasco, P Devienne, P Boulet, Pattern Recognition.
+* __Multi-layered Spiking Neural Network with Target Timestamp Threshold Adaptation and STDP__, P Falez, P Tirilly, IM Bilasco, P Devienne, P Boulet, IJCNN 2019.
 
-## Requirement
+## Requirement
 
 * C++ compiler (version >= 14)
 * Cmake (version >= 3.1)
@@ -23,7 +23,7 @@ Provide implementation of experiments described in:
 
 ## Usage
 
-MNIST Example:
+Run MNIST Example:
 
     export INPUT_PATH=/path/to/mnist/
     ./Mnist