diff --git a/attack_reviews/README.md b/attack_reviews/README.md
index d4be9f7..95c26b2 100644
--- a/attack_reviews/README.md
+++ b/attack_reviews/README.md
@@ -13,3 +13,4 @@
 * [Rug Doc Wiki](https://wiki.rugdoc.io/)
 * [246 Findings From our Smart Contract Audits](https://blog.trailofbits.com/2019/08/08/246-findings-from-our-smart-contract-audits-an-executive-summary/)
 * [rug pull checker tools](https://graph.org/A-Short-List-of-the-Rug-Checker-Tools-04-09)
+* [probabilistic liquidity attacks, by t. chitra et al](https://drive.google.com/file/d/1kCsmC52Jbhj8bpQMMo3-Z92P6L5E5hxl/view)