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README.md

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 # Relative Weight Change: Understanding how Neural Networks Learn
 [![Made With python 3.7](https://img.shields.io/badge/Made%20with-Python%203.7-brightgreen)]() [![Maintenance](https://img.shields.io/badge/Maintained%3F-yes-green.svg)]()
 
-This repository contains the **original PyTorch** implementation of the paper [Investigating Learning in Deep Neural Networks using Layer-Wise Weight Change](https://github.com/Manifold-Computing/Layer-Wise-Learning-Trends/blob/main/Investigating%20Learning%20in%20Deep%20Neural%20Networks%20using%20Layer-Wise%20Weight%20Change.pdf) by [Ayush Manish Agrawal](https://github.com/ayushm-agrawal), [Atharva Tendle](https://github.com/atharva-tendle), [Harsh Sikka](https://github.com/harshsikka123), [Sahib Singh](https://github.com/sahibsin) and [Amr Kayid](https://github.com/AmrMKayid).
+This repository contains the **original PyTorch** implementation of the paper [Investigating Learning in Deep Neural Networks using Layer-Wise Weight Change](https://arxiv.org/pdf/2011.06735.pdf) by [Ayush Manish Agrawal](https://github.com/ayushm-agrawal), [Atharva Tendle](https://github.com/atharva-tendle), [Harsh Sikka](https://github.com/harshsikka123), [Sahib Singh](https://github.com/sahibsin) and [Amr Kayid](https://github.com/AmrMKayid).
 
 ## Requirements
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