Update graph paper list. (#65)

materials/paper_list/Federated_Graph_Learning/README.md

@@ -1 +1,24 @@
-## The paper list of Federated Graph Learning will go here.
+## Federated Learning for Graph
+
+### 2021
+
+| Title                                                        | Venue      | Link                                                         |
+| ------------------------------------------------------------ | ---------- | ------------------------------------------------------------ |
+| Federated Graph Classification over Non-IID Graphs           | NeurIPS    | [pdf](https://proceedings.neurips.cc//paper/2021/file/9c6947bd95ae487c81d4e19d3ed8cd6f-Paper.pdf), [code](https://github.com/Oxfordblue7/GCFL) |
+| Subgraph Federated Learning with Missing Neighbor Generation | NeurIPS    | [pdf](http://proceedings.neurips.cc/paper/2021/file/34adeb8e3242824038aa65460a47c29e-Paper.pdf), [code](https://github.com/zkhku/fedsage) |
+| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | KDD        | [pdf](https://arxiv.org/pdf/2106.05223v1.pdf), [code](https://github.com/mengcz13/KDD2021_CNFGNN) |
+| Glint: Decentralized Federated Graph Learning with Traffic Throttling and Flow Scheduling | IEEE IWQoS | [pdf](https://ieeexplore.ieee.org/abstract/document/9521331) |
+| Differentially Private Federated Knowledge Graphs Embedding  | CIKM       | [pdf](https://arxiv.org/pdf/2105.07615v2.pdf), [code](https://github.com/HKUST-KnowComp/FKGE) |
+
+### 2020
+
+| Title                                                 | Venue | Link                                                         |
+| ----------------------------------------------------- | ----- | ------------------------------------------------------------ |
+| FedE: Embedding Knowledge Graphs in Federated Setting | IJCKG | [pdf](https://dl.acm.org/doi/fullHtml/10.1145/3502223.3502233), [code](https://github.com/zjukg/FedE) |
+
+### 2019
+
+| Title                                                        | Venue | Link                                          |
+| ------------------------------------------------------------ | ----- | --------------------------------------------- |
+| Towards Federated Graph Learning for Collaborative Financial Crimes Detection | Arxiv | [pdf](https://arxiv.org/pdf/1909.12946v2.pdf) |
+