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vijaydwivedi75 · Feb 10, 2022 · 452102e · 452102e
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diff --git a/LICENSE b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2021 Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio and Xavier Bresson
+Copyright (c) 2022 Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio and Xavier Bresson
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal

diff --git a/README.md b/README.md
@@ -4,7 +4,7 @@
 
 <br>
 
-Source code for the paper "**[Graph Neural Networks with Learnable Structural and Positional Representations](https://arxiv.org/abs/2110.07875)**" by Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio and Xavier Bresson.
+Source code for the paper "**[Graph Neural Networks with Learnable Structural and Positional Representations](https://openreview.net/pdf?id=wTTjnvGphYj)**" by Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio and Xavier Bresson, at the **Tenth International Conference on Tenth International Conference on Learning Representations (ICLR) 2022**.
 
 We propose a novel GNN architecture in which the structural and positional representations are decoupled, and are learnt separately to learn these two essential properties. The architecture, named **MPGNNs-LSPE** (MPGNNs with **L**earnable **S**tructural and **P**ositional **E**ncodings), is generic that it can be applied to any GNN model of interest which fits into the popular 'message-passing framework', including Transformers.
 
@@ -36,13 +36,16 @@ We propose a novel GNN architecture in which the structural and positional repre
 
 ## 4. Reference 
 
-:page_with_curl: Paper [on arXiv](https://arxiv.org/abs/2110.07875)
+:page_with_curl: Paper [on arXiv](https://arxiv.org/abs/2110.07875)  
+:movie_camera: Video by @vijaydwivedi75 [on YouTube](https://youtu.be/fft2Q0jEWi0)
+:movie_camera: Video by @xbresson [on YouTube](https://youtu.be/hADjUl4ymoQ)
 ```
-@article{dwivedi2021graph,
+@inproceedings{dwivedi2022graph,
   title={Graph Neural Networks with Learnable Structural and Positional Representations},
-  author={Dwivedi, Vijay Prakash and Luu, Anh Tuan and Laurent, Thomas and Bengio, Yoshua and Bresson, Xavier},
-  journal={arXiv preprint arXiv:2110.07875},
-  year={2021}
+  author={Vijay Prakash Dwivedi and Anh Tuan Luu and Thomas Laurent and Yoshua Bengio and Xavier Bresson},
+  booktitle={International Conference on Learning Representations},
+  year={2022},
+  url={https://openreview.net/forum?id=wTTjnvGphYj}
 }
 ```