update mitigation readme

usc-sail · Mar 25, 2022 · a903e06 · a903e06
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diff --git a/mitigation/README.md b/mitigation/README.md
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 # 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