diff --git a/README.md b/README.md
index 8905de9c..5143d188 100644
--- a/README.md
+++ b/README.md
@@ -5,6 +5,7 @@
 This repository contains code for *Simple Online and Realtime Tracking with a Deep Association Metric* (Deep SORT).
 We extend the original [SORT](https://github.com/abewley/sort) algorithm to
 integrate appearance information based on a deep appearance descriptor.
+See the [arXiv preprint](https://arxiv.org/abs/1703.07402) for more information.
 
 ## Dependencies