[Example] Update Links for Supervised Community Detection with Graph …

…Neural Networks (dmlc#1816) * Update README.md * Update README.txt
niushixiong · Jul 17, 2020 · 63feb47 · 63feb47
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diff --git a/examples/pytorch/line_graph/README.md b/examples/pytorch/line_graph/README.md
@@ -1,9 +1,9 @@
 Community Detection with Graph Neural Networks (CDGNN)
 ============
 
-Paper link: [https://arxiv.org/abs/1705.08415](https://arxiv.org/abs/1705.08415)
+Paper link: [https://openreview.net/pdf?id=H1g0Z3A9Fm](https://openreview.net/pdf?id=H1g0Z3A9Fm)
 
-Author's code repo: [https://github.com/joanbruna/GNN_community](https://github.com/joanbruna/GNN_community)
+Author's code repo: [https://github.com/zhengdao-chen/GNN4CD](https://github.com/zhengdao-chen/GNN4CD)
 
 This folder contains a DGL implementation of the CDGNN model.
 

diff --git a/tutorials/models/1_gnn/README.txt b/tutorials/models/1_gnn/README.txt
@@ -27,7 +27,7 @@ Graph neural networks and its variants
   Relational-GCN allows multiple edges among two entities of a
   graph. Edges with distinct relationships are encoded differently. 
 
-* **Line graph neural network (LGNN)** `[research paper] <https://arxiv.org/abs/1705.08415>`__ `[tutorial]
+* **Line graph neural network (LGNN)** `[research paper] <https://openreview.net/pdf?id=H1g0Z3A9Fm>`__ `[tutorial]
   <1_gnn/6_line_graph.html>`__ `[Pytorch code]
   <https://github.com/dmlc/dgl/tree/master/examples/pytorch/line_graph>`__:
   This network focuses on community detection by inspecting graph structures. It