Udpated the readme

LeakDetectAI · Aug 16, 2024 · f939f2c · f939f2c
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- <a href="https://arxiv.org/abs/2401.14283" style="float: right; margin-left: 20px; margin-bottom: 10px;">
-    <img src="https://github.com/LeakDetectAI/automl-qild/blob/main/docs/source/logo.png" alt="Paper" width="200" height="200">
-</a>
+<div align="right">
+  <a href="https://arxiv.org/abs/2401.14283">
+    <img src="https://github.com/LeakDetectAI/automl-qild/blob/main/socs/source/logo.png" alt="Paper" width="200" height="200">
+  </a>
+</div>
+
+
 [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://github.com/LeakDetectAI/AutoMLQuantILDetect/blob/master/LICENSE)
 [![Code Style](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
 [![Documentation Status](https://readthedocs.org/projects/automlquantildetect/badge/?version=latest)](https://automlquantildetect.readthedocs.io/?badge=latest)