diff --git a/README.md b/README.md
index 5d63d3a..03dda42 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,33 @@
-# Algo-Trade-Adversarial-Examples
-todo: desc
+<h1 align="center">
+  Taking Over the Stock Market: </br>
+  Adversarial Perturbations Against Algorithmic Traders
+</h1>
+
+<h3 align="center">
+  <a href="https://arxiv.org/abs/2010.09246">
+    Paper
+  </a>
+  <span> | </span>
+  <a href="https://github.com/nehemya/Algo-Trade-Adversarial-Examples">
+    Code
+  </a>
+  <span> | </span>
+  <a href="https://www.kaggle.com/nickdl/snp-500-intraday-data">
+    Data
+  </a>
+</h3>
+
+<p align="center">
+  The code for the paper "Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders"
+</p>
+
+## Citation
+```
+@article{nehemya2020bots,
+  title={When Bots Take Over the Stock Market: Evasion Attacks Against Algorithmic Traders},
+  author={Nehemya, Elior and Mathov, Yael and Shabtai, Asaf and Elovici, Yuval},
+  journal={arXiv preprint arXiv:2010.09246},
+  year={2020}
+}
+```
+