Update README.md (dmlc#2485)

zeta1999 · Jan 4, 2021 · 80de340 · 80de340
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 | [Molecular Graph Convolutions: Moving Beyond Fingerprints](#weave)                                                       |                     |                                  | :heavy_check_mark:        |                    |                    |
 | [LINE: Large-scale Information Network Embedding](#line)                                                                 |                     | :heavy_check_mark:               |                           |                    | :heavy_check_mark: |
 | [DeepWalk: Online Learning of Social Representations](#deepwalk)                                                         |                     | :heavy_check_mark:               |                           |                    | :heavy_check_mark: |
-| [Self-Attention Graph Pooling](#sagpool)                                                           |   |                                  | :heavy_check_mark:                          |                    |                    |
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+| [Self-Attention Graph Pooling](#sagpool)                                                                                 |                     |                                  | :heavy_check_mark:        |                    |                    |
+| [Convolutional Networks on Graphs for Learning Molecular Fingerprints](#nf)                                              |                     |                                  | :heavy_check_mark:        |                    |                    |
 
 ## 2020
 
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     - Example code: [PyTorch](https://github.com/awslabs/dgl-ke/tree/master/examples), [PyTorch for custom data](https://aws-dglke.readthedocs.io/en/latest/commands.html)
     - Tags: knowledge graph embedding
 
+- <a name="nf"></a> Duvenaud et al. Convolutional Networks on Graphs for Learning Molecular Fingerprints. [Paper link](https://arxiv.org/abs/1509.09292).
+    - Example code: [PyTorch](https://github.com/awslabs/dgl-lifesci/tree/master/examples/property_prediction/moleculenet), [PyTorch for custom data](https://github.com/awslabs/dgl-lifesci/tree/master/examples/property_prediction/csv_data_configuration)
+    - Tags: molecules, molecular property prediction
+
 ## 2014
 
 - <a name="deepwalk"></a> Perozzi et al. DeepWalk: Online Learning of Social Representations. [Paper link](https://arxiv.org/abs/1403.6652).