From a903e060a5da44a5dc3332e6e7d1540dd8b77568 Mon Sep 17 00:00:00 2001
From: tiantiaf <tiantiaf@usc.edu>
Date: Fri, 25 Mar 2022 18:47:04 +0000
Subject: [PATCH] update mitigation readme

---
 mitigation/README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/mitigation/README.md b/mitigation/README.md
index 7ef8bc7..ed2a437 100644
--- a/mitigation/README.md
+++ b/mitigation/README.md
@@ -1,10 +1,10 @@
 # User-level DP training
 
-The idea of the LDP is to perturb the local data using the mechanism M such that the data perturbation is guaranteed to protect from inference attacks.
+**The idea of the LDP is to perturb the local data using the mechanism M such that the data perturbation is guaranteed to protect from inference attacks. The UDP algorithm is shown below:**
 
-**The UDP algorithm is shown below:**
-
-![Alt text](../img/udp_algorithm.png?raw=true "UDP Federated Learning")
+<p align="center">
+<img src="../img/udp_algorithm.png" width="45%">
+<p>
 
 ## If you find our work useful, you should also cite (and learn) these works